Overview

Dataset info

Number of variables130
Number of observations5000
Missing cells22003 (3.4%)
Duplicate rows0 (0.0%)
Total size in memory5.5 MiB
Average record size in memory1.1 KiB

Variables types

NUM69
BOOL49
CAT12

Reproduction info

Date of analysis2020-04-18 17:52:36.710632
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

address has 245 (4.9%) zeros Zeros
card2spent has 179 (3.6%) zeros Zeros
card2tenure has 89 (1.8%) zeros Zeros
cardmon has 1419 (28.4%) zeros Zeros
cardten has 1420 (28.4%) zeros Zeros
cardtenure has 91 (1.8%) zeros Zeros
cars has 497 (9.9%) zeros Zeros
custid has a high cardinality: 5000 distinct values Warning
employ has 659 (13.2%) zeros Zeros
equipmon has 3296 (65.9%) zeros Zeros
equipten has 3296 (65.9%) zeros Zeros
hourstv has 85 (1.7%) zeros Zeros
internet has 2498 (50.0%) zeros Zeros
lncardmon has 1419 (28.4%) missing values Missing
lncardten has 1422 (28.4%) missing values Missing
lnequipmon has 3296 (65.9%) missing values Missing
lnequipten has 3296 (65.9%) missing values Missing
lntollmon has 2622 (52.4%) missing values Missing
lntollten has 2622 (52.4%) missing values Missing
lnwiremon has 3656 (73.1%) missing values Missing
lnwireten has 3656 (73.1%) missing values Missing
pets has 1529 (30.6%) zeros Zeros
pets_birds has 4698 (94.0%) zeros Zeros
pets_cats has 3413 (68.3%) zeros Zeros
pets_dogs has 3762 (75.2%) zeros Zeros
pets_freshfish has 3462 (69.2%) zeros Zeros
pets_reptiles has 4818 (96.4%) zeros Zeros
pets_saltfish has 4942 (98.8%) zeros Zeros
pets_small has 4749 (95.0%) zeros Zeros
tollmon has 2622 (52.4%) zeros Zeros
tollten has 2622 (52.4%) zeros Zeros
wiremon has 3656 (73.1%) zeros Zeros
wireten has 3656 (73.1%) zeros Zeros
addresscat is highly correlated with addressHigh Correlation
address is highly correlated with addresscatHigh Correlation
agecat is highly correlated with ageHigh Correlation
age is highly correlated with agecatHigh Correlation
card2tenurecat is highly correlated with card2tenure and 1 other fieldsHigh Correlation
card2tenure is highly correlated with card2tenurecat and 2 other fieldsHigh Correlation
cardtenure is highly correlated with card2tenure and 1 other fieldsHigh Correlation
cardtenurecat is highly correlated with card2tenurecatHigh Correlation
commutecat is highly correlated with commuteHigh Correlation
commute is highly correlated with commutecatHigh Correlation
edcat is highly correlated with edHigh Correlation
ed is highly correlated with edcatHigh Correlation
equipmon is highly correlated with equip and 1 other fieldsHigh Correlation
equip is highly correlated with equipmonHigh Correlation
lncardmon is highly correlated with cardmonHigh Correlation
cardmon is highly correlated with lncardmonHigh Correlation
lnequipmon is highly correlated with equipmonHigh Correlation
lninc is highly correlated with inccatHigh Correlation
inccat is highly correlated with lnincHigh Correlation
lnlongten is highly correlated with lnequipten and 4 other fieldsHigh Correlation
lnequipten is highly correlated with lnlongten and 2 other fieldsHigh Correlation
lnlongmon is highly correlated with lnlongtenHigh Correlation
lntollten is highly correlated with lnequipten and 2 other fieldsHigh Correlation
lnwireten is highly correlated with lnequipten and 2 other fieldsHigh Correlation
longten is highly correlated with longmonHigh Correlation
longmon is highly correlated with longtenHigh Correlation
spoused is highly correlated with marital and 1 other fieldsHigh Correlation
marital is highly correlated with spoused and 1 other fieldsHigh Correlation
spousedcat is highly correlated with marital and 1 other fieldsHigh Correlation
tenure is highly correlated with card2tenure and 2 other fieldsHigh Correlation
tollmon is highly correlated with lntollmonHigh Correlation
lntollmon is highly correlated with tollmonHigh Correlation
wiremon is highly correlated with lnwiremonHigh Correlation
lnwiremon is highly correlated with wiremonHigh Correlation

Variables

active
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2670
1
2330
ValueCountFrequency (%) 
0 2670 53.4%
 
1 2330 46.6%
 

address
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count57
Unique (%)1.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.4024
Minimum0
Maximum57
Zeros245
Zeros (%)4.9%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
median14
Q325
95-th percentile40
Maximum57
Range57
Interquartile range (IQR)19

Descriptive statistics

Standard deviation12.39748417
Coefficient of variation (CV)0.755833547
Kurtosis-0.2296738333
Mean16.4024
Median Absolute Deviation (MAD)10.22343872
Skewness0.7065456231
Sum82012
Variance153.6976138
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 8.5 18.5 25.5 32.5 40.5 48.5 53.5 57. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 245 4.9%
 
2 196 3.9%
 
4 195 3.9%
 
5 177 3.5%
 
3 172 3.4%
 
1 169 3.4%
 
8 169 3.4%
 
7 166 3.3%
 
12 166 3.3%
 
6 163 3.3%
 
Other values (47) 3182 63.6%
 
ValueCountFrequency (%) 
0 245 4.9%
 
1 169 3.4%
 
2 196 3.9%
 
3 172 3.4%
 
4 195 3.9%
 
ValueCountFrequency (%) 
57 3 0.1%
 
55 5 0.1%
 
54 1 < 0.1%
 
53 6 0.1%
 
52 7 0.1%
 

addresscat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.272
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.319986543
Coefficient of variation (CV)0.40341887
Kurtosis-1.076601118
Mean3.272
Median Absolute Deviation (MAD)1.1313952
Skewness-0.2232780974
Sum16360
Variance1.742364473
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1221 24.4%
 
5 1157 23.1%
 
4 1139 22.8%
 
2 873 17.5%
 
1 610 12.2%
 
ValueCountFrequency (%) 
1 610 12.2%
 
2 873 17.5%
 
3 1221 24.4%
 
4 1139 22.8%
 
5 1157 23.1%
 
ValueCountFrequency (%) 
5 1157 23.1%
 
4 1139 22.8%
 
3 1221 24.4%
 
2 873 17.5%
 
1 610 12.2%
 

age
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count62
Unique (%)1.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.0256
Minimum18
Maximum79
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum18
5-th percentile20
Q131
median47
Q362
95-th percentile76
Maximum79
Range61
Interquartile range (IQR)31

Descriptive statistics

Standard deviation17.77033769
Coefficient of variation (CV)0.3778864638
Kurtosis-1.187029996
Mean47.0256
Median Absolute Deviation (MAD)15.402768
Skewness0.09076008705
Sum235128
Variance315.7849016
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[18. 18.5 37.5 69.5 78.5 79. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18 106 2.1%
 
35 102 2.0%
 
37 98 2.0%
 
24 97 1.9%
 
21 95 1.9%
 
63 95 1.9%
 
31 94 1.9%
 
57 93 1.9%
 
25 93 1.9%
 
36 92 1.8%
 
Other values (52) 4035 80.7%
 
ValueCountFrequency (%) 
18 106 2.1%
 
19 78 1.6%
 
20 80 1.6%
 
21 95 1.9%
 
22 82 1.6%
 
ValueCountFrequency (%) 
79 73 1.5%
 
78 70 1.4%
 
77 71 1.4%
 
76 58 1.2%
 
75 74 1.5%
 

agecat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.2388
Minimum2
Maximum6
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2
5-th percentile2
Q13
median4
Q35
95-th percentile6
Maximum6
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.308784605
Coefficient of variation (CV)0.3087630002
Kurtosis-1.062540962
Mean4.2388
Median Absolute Deviation (MAD)1.11623824
Skewness-0.2082156666
Sum21194
Variance1.712917143
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[2. 2.5 3.5 5.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1222 24.4%
 
5 1195 23.9%
 
6 1068 21.4%
 
3 893 17.9%
 
2 622 12.4%
 
ValueCountFrequency (%) 
2 622 12.4%
 
3 893 17.9%
 
4 1222 24.4%
 
5 1195 23.9%
 
6 1068 21.4%
 
ValueCountFrequency (%) 
6 1068 21.4%
 
5 1195 23.9%
 
4 1222 24.4%
 
3 893 17.9%
 
2 622 12.4%
 

bfast
Categorical

Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
3
1875
1
1582
2
1543
ValueCountFrequency (%) 
3 1875 37.5%
 
1 1582 31.6%
 
2 1543 30.9%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

birthmonth
Categorical

Distinct count12
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
September
 
458
May
 
451
June
 
420
January
 
420
February
 
418
Other values (7)
2833
ValueCountFrequency (%) 
September 458 9.2%
 
May 451 9.0%
 
June 420 8.4%
 
January 420 8.4%
 
February 418 8.4%
 
March 416 8.3%
 
July 413 8.3%
 
October 410 8.2%
 
August 406 8.1%
 
November 399 8.0%
 
Other values (2) 789 15.8%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length9
Mean length6.1616
Min length3
Scatter

callcard
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
3581
0
1419
ValueCountFrequency (%) 
1 3581 71.6%
 
0 1419 28.4%
 

callid
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2624
1
2376
ValueCountFrequency (%) 
0 2624 52.5%
 
1 2376 47.5%
 

callwait
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2605
1
2395
ValueCountFrequency (%) 
0 2605 52.1%
 
1 2395 47.9%
 

carbought
Categorical

Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2901
1
1602
-1
 
497
ValueCountFrequency (%) 
0 2901 58.0%
 
1 1602 32.0%
 
-1 497 9.9%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length2
Mean length1.0994
Min length1
Scatter

carbuy
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3195
1
1805
ValueCountFrequency (%) 
0 3195 63.9%
 
1 1805 36.1%
 

carcatvalue
Categorical

Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
2399
2
1267
3
837
-1
497
ValueCountFrequency (%) 
1 2399 48.0%
 
2 1267 25.3%
 
3 837 16.7%
 
-1 497 9.9%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length2
Mean length1.0994
Min length1
Scatter

card
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7142
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.184904705
Coefficient of variation (CV)0.4365576247
Kurtosis-1.111220712
Mean2.7142
Median Absolute Deviation (MAD)1.03232344
Skewness0.01533298718
Sum13571
Variance1.40399916
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1344 26.9%
 
2 1247 24.9%
 
3 1200 24.0%
 
1 986 19.7%
 
5 223 4.5%
 
ValueCountFrequency (%) 
1 986 19.7%
 
2 1247 24.9%
 
3 1200 24.0%
 
4 1344 26.9%
 
5 223 4.5%
 
ValueCountFrequency (%) 
5 223 4.5%
 
4 1344 26.9%
 
3 1200 24.0%
 
2 1247 24.9%
 
1 986 19.7%
 

card2
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7744
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.173447926
Coefficient of variation (CV)0.4229555675
Kurtosis-0.9179101004
Mean2.7744
Median Absolute Deviation (MAD)0.9913888
Skewness0.08473611575
Sum13872
Variance1.376980036
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1384 27.7%
 
2 1301 26.0%
 
4 1141 22.8%
 
1 829 16.6%
 
5 345 6.9%
 
ValueCountFrequency (%) 
1 829 16.6%
 
2 1301 26.0%
 
3 1384 27.7%
 
4 1141 22.8%
 
5 345 6.9%
 
ValueCountFrequency (%) 
5 345 6.9%
 
4 1141 22.8%
 
3 1384 27.7%
 
2 1301 26.0%
 
1 829 16.6%
 

card2benefit
Categorical

Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
4
1294
3
1286
2
1216
1
1204
ValueCountFrequency (%) 
4 1294 25.9%
 
3 1286 25.7%
 
2 1216 24.3%
 
1 1204 24.1%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

card2fee
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4064
1
936
ValueCountFrequency (%) 
0 4064 81.3%
 
1 936 18.7%
 

card2spent
Real number (ℝ≥0)

ZEROS
Distinct count4477
Unique (%)89.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean160.87611
Minimum0
Maximum2069.25
Zeros179
Zeros (%)3.6%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile14.8195
Q166.9675
median125.34
Q3208.31
95-th percentile419.447
Maximum2069.25
Range2069.25
Interquartile range (IQR)141.3425

Descriptive statistics

Standard deviation146.2927708
Coefficient of variation (CV)0.9093504981
Kurtosis15.73624878
Mean160.87611
Median Absolute Deviation (MAD)100.4445355
Skewness2.801163009
Sum804380.55
Variance21401.57478
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 3.05 6.32 11.83 50.2 ... 495.305 637.99 799.44 1296.065 2069.25 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 179 3.6%
 
63.69 3 0.1%
 
92.92 3 0.1%
 
175.75 3 0.1%
 
97.87 3 0.1%
 
112.88 3 0.1%
 
128.54 3 0.1%
 
159.1 3 0.1%
 
38.41 3 0.1%
 
128.35 3 0.1%
 
Other values (4467) 4794 95.9%
 
ValueCountFrequency (%) 
0 179 3.6%
 
6.1 1 < 0.1%
 
6.54 1 < 0.1%
 
6.86 1 < 0.1%
 
7.14 1 < 0.1%
 
ValueCountFrequency (%) 
2069.25 1 < 0.1%
 
1611.35 1 < 0.1%
 
1309.37 1 < 0.1%
 
1282.76 1 < 0.1%
 
1277.68 1 < 0.1%
 

card2tenure
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count31
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.0844
Minimum0
Maximum30
Zeros89
Zeros (%)1.8%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q15
median12
Q321
95-th percentile29
Maximum30
Range30
Interquartile range (IQR)16

Descriptive statistics

Standard deviation9.119402905
Coefficient of variation (CV)0.696967603
Kurtosis-1.133717358
Mean13.0844
Median Absolute Deviation (MAD)7.894084
Skewness0.3516751981
Sum65422
Variance83.16350934
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 4.5 10.5 17.5 27.5 29.5 30. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 304 6.1%
 
1 276 5.5%
 
3 259 5.2%
 
4 250 5.0%
 
6 208 4.2%
 
5 206 4.1%
 
7 200 4.0%
 
10 181 3.6%
 
30 178 3.6%
 
8 177 3.5%
 
Other values (21) 2761 55.2%
 
ValueCountFrequency (%) 
0 89 1.8%
 
1 276 5.5%
 
2 304 6.1%
 
3 259 5.2%
 
4 250 5.0%
 
ValueCountFrequency (%) 
30 178 3.6%
 
29 156 3.1%
 
28 137 2.7%
 
27 100 2.0%
 
26 120 2.4%
 

card2tenurecat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.5714
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median4
Q35
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.363845319
Coefficient of variation (CV)0.3818797444
Kurtosis-1.247495334
Mean3.5714
Median Absolute Deviation (MAD)1.22917352
Skewness-0.3681815234
Sum17857
Variance1.860074055
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 1923 38.5%
 
2 1019 20.4%
 
3 933 18.7%
 
4 760 15.2%
 
1 365 7.3%
 
ValueCountFrequency (%) 
1 365 7.3%
 
2 1019 20.4%
 
3 933 18.7%
 
4 760 15.2%
 
5 1923 38.5%
 
ValueCountFrequency (%) 
5 1923 38.5%
 
4 760 15.2%
 
3 933 18.7%
 
2 1019 20.4%
 
1 365 7.3%
 

card2type
Categorical

Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
4
1319
3
1257
2
1235
1
1189
ValueCountFrequency (%) 
4 1319 26.4%
 
3 1257 25.1%
 
2 1235 24.7%
 
1 1189 23.8%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

cardbenefit
Categorical

Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
3
1274
4
1250
1
1245
2
1231
ValueCountFrequency (%) 
3 1274 25.5%
 
4 1250 25.0%
 
1 1245 24.9%
 
2 1231 24.6%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

cardfee
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4051
1
949
ValueCountFrequency (%) 
0 4051 81.0%
 
1 949 19.0%
 

cardmon
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count271
Unique (%)5.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.44385
Minimum0
Maximum188.5
Zeros1419
Zeros (%)28.4%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median13.75
Q322.75
95-th percentile42
Maximum188.5
Range188.5
Interquartile range (IQR)22.75

Descriptive statistics

Standard deviation15.00756909
Coefficient of variation (CV)0.9717505087
Kurtosis7.167082585
Mean15.44385
Median Absolute Deviation (MAD)11.2445612
Skewness1.687652851
Sum77219.25
Variance225.2271301
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 1.625 3.875 5.125 7.125 ... 47.625 56.125 66. 103.25 188.5 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1419 28.4%
 
13.25 53 1.1%
 
11.5 52 1.0%
 
16.5 49 1.0%
 
16.25 49 1.0%
 
13.75 47 0.9%
 
18.25 45 0.9%
 
13.5 45 0.9%
 
14.25 44 0.9%
 
15 44 0.9%
 
Other values (261) 3153 63.1%
 
ValueCountFrequency (%) 
0 1419 28.4%
 
3.25 1 < 0.1%
 
3.75 1 < 0.1%
 
4 3 0.1%
 
4.25 9 0.2%
 
ValueCountFrequency (%) 
188.5 1 < 0.1%
 
138.25 1 < 0.1%
 
104.5 1 < 0.1%
 
102 1 < 0.1%
 
100.25 1 < 0.1%
 

cardspent
Real number (ℝ≥0)

Distinct count4760
Unique (%)95.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean337.20252
Minimum0
Maximum3926.41
Zeros7
Zeros (%)0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile91.3045
Q1183.3775
median276.36
Q3418.5375
95-th percentile782.3155
Maximum3926.41
Range3926.41
Interquartile range (IQR)235.16

Descriptive statistics

Standard deviation245.1450683
Coefficient of variation (CV)0.7269965488
Kurtosis21.43959666
Mean337.20252
Median Absolute Deviation (MAD)167.7864159
Skewness3.051236651
Sum1686012.6
Variance60096.10451
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 50.285 108.415 306.005 378.11 ... 894.465 1134.495 1340.075 1939.025 3926.41 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 7 0.1%
 
186.91 4 0.1%
 
245.84 3 0.1%
 
321.19 3 0.1%
 
231.14 3 0.1%
 
202.31 3 0.1%
 
237.16 3 0.1%
 
412.99 3 0.1%
 
122.54 3 0.1%
 
249 3 0.1%
 
Other values (4750) 4965 99.3%
 
ValueCountFrequency (%) 
0 7 0.1%
 
6.97 1 < 0.1%
 
7.34 1 < 0.1%
 
7.53 1 < 0.1%
 
8.11 1 < 0.1%
 
ValueCountFrequency (%) 
3926.41 1 < 0.1%
 
3104.63 1 < 0.1%
 
2969.39 1 < 0.1%
 
2503.25 1 < 0.1%
 
2461.03 1 < 0.1%
 

cardten
Real number (ℝ≥0)

ZEROS
Distinct count698
Unique (%)14.0%
Missing2
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean720.4783914
Minimum0
Maximum13705
Zeros1420
Zeros (%)28.4%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median425
Q31080
95-th percentile2455.75
Maximum13705
Range13705
Interquartile range (IQR)1080

Descriptive statistics

Standard deviation922.2255266
Coefficient of variation (CV)1.280018301
Kurtosis15.16275134
Mean720.4783914
Median Absolute Deviation (MAD)667.3656836
Skewness2.645855077
Sum3600951
Variance850499.9219
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 1420 28.4%
 
590 21 0.4%
 
200 20 0.4%
 
380 20 0.4%
 
45 19 0.4%
 
195 19 0.4%
 
500 19 0.4%
 
330 18 0.4%
 
220 18 0.4%
 
435 18 0.4%
 
Other values (687) 3406 68.1%
 
ValueCountFrequency (%) 
0 1420 28.4%
 
4.75 1 < 0.1%
 
5 17 0.3%
 
5.25 1 < 0.1%
 
7.75 1 < 0.1%
 
ValueCountFrequency (%) 
13705 1 < 0.1%
 
9920 1 < 0.1%
 
7310 1 < 0.1%
 
7115 1 < 0.1%
 
6440 1 < 0.1%
 

cardtenure
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count41
Unique (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean16.6558
Minimum0
Maximum40
Zeros91
Zeros (%)1.8%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q16
median14
Q326
95-th percentile38
Maximum40
Range40
Interquartile range (IQR)20

Descriptive statistics

Standard deviation12.02095783
Coefficient of variation (CV)0.7217280362
Kurtosis-1.056112126
Mean16.6558
Median Absolute Deviation (MAD)10.35475104
Skewness0.4293605803
Sum83279
Variance144.503427
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 3.5 6.5 13.5 19.5 39.5 40. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 246 4.9%
 
1 228 4.6%
 
2 220 4.4%
 
4 193 3.9%
 
5 188 3.8%
 
6 176 3.5%
 
7 163 3.3%
 
11 158 3.2%
 
8 158 3.2%
 
9 153 3.1%
 
Other values (31) 3117 62.3%
 
ValueCountFrequency (%) 
0 91 1.8%
 
1 228 4.6%
 
2 220 4.4%
 
3 246 4.9%
 
4 193 3.9%
 
ValueCountFrequency (%) 
40 126 2.5%
 
39 113 2.3%
 
38 98 2.0%
 
37 83 1.7%
 
36 72 1.4%
 

cardtenurecat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.7822
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q13
median4
Q35
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.353783478
Coefficient of variation (CV)0.3579354551
Kurtosis-1.026585927
Mean3.7822
Median Absolute Deviation (MAD)1.2056804
Skewness-0.6282395814
Sum18911
Variance1.832729706
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 2351 47.0%
 
2 847 16.9%
 
3 789 15.8%
 
4 694 13.9%
 
1 319 6.4%
 
ValueCountFrequency (%) 
1 319 6.4%
 
2 847 16.9%
 
3 789 15.8%
 
4 694 13.9%
 
5 2351 47.0%
 
ValueCountFrequency (%) 
5 2351 47.0%
 
4 694 13.9%
 
3 789 15.8%
 
2 847 16.9%
 
1 319 6.4%
 

cardtype
Categorical

Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
4
1260
3
1257
1
1242
2
1241
ValueCountFrequency (%) 
4 1260 25.2%
 
3 1257 25.1%
 
1 1242 24.8%
 
2 1241 24.8%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

carown
Categorical

Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
3704
0
799
-1
 
497
ValueCountFrequency (%) 
1 3704 74.1%
 
0 799 16.0%
 
-1 497 9.9%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length2
Mean length1.0994
Min length1
Scatter

cars
Real number (ℝ≥0)

ZEROS
Distinct count9
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.1306
Minimum0
Maximum8
Zeros497
Zeros (%)9.9%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q33
95-th percentile4
Maximum8
Range8
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.307472958
Coefficient of variation (CV)0.6136642065
Kurtosis0.3283876837
Mean2.1306
Median Absolute Deviation (MAD)1.01356952
Skewness0.5017223598
Sum10653
Variance1.709485537
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5.5 6.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1607 32.1%
 
1 1119 22.4%
 
3 1082 21.6%
 
0 497 9.9%
 
4 481 9.6%
 
5 149 3.0%
 
6 51 1.0%
 
7 13 0.3%
 
8 1 < 0.1%
 
ValueCountFrequency (%) 
0 497 9.9%
 
1 1119 22.4%
 
2 1607 32.1%
 
3 1082 21.6%
 
4 481 9.6%
 
ValueCountFrequency (%) 
8 1 < 0.1%
 
7 13 0.3%
 
6 51 1.0%
 
5 149 3.0%
 
4 481 9.6%
 

cartype
Categorical

Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2287
1
2216
-1
497
ValueCountFrequency (%) 
0 2287 45.7%
 
1 2216 44.3%
 
-1 497 9.9%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length2
Mean length1.0994
Min length1
Scatter

carvalue
Real number (ℝ)

Distinct count801
Unique (%)16.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean23.23258
Minimum-1
Maximum99.6
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-1
5-th percentile-1
Q19.2
median17
Q331.1
95-th percentile72
Maximum99.6
Range100.6
Interquartile range (IQR)21.9

Descriptive statistics

Standard deviation21.2316367
Coefficient of variation (CV)0.9138733925
Kurtosis1.951706615
Mean23.23258
Median Absolute Deviation (MAD)15.90401841
Skewness1.474026141
Sum116162.9
Variance450.782397
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-1. 0.6 2.25 3.35 4.15 ... 29.15 41.25 56.75 95.65 99.6 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 497 9.9%
 
9.8 25 0.5%
 
13.5 24 0.5%
 
6.3 24 0.5%
 
10.2 23 0.5%
 
13 23 0.5%
 
11.4 22 0.4%
 
9.1 22 0.4%
 
9.2 22 0.4%
 
9.9 22 0.4%
 
Other values (791) 4296 85.9%
 
ValueCountFrequency (%) 
-1 497 9.9%
 
2.2 1 < 0.1%
 
2.3 1 < 0.1%
 
2.4 1 < 0.1%
 
2.5 1 < 0.1%
 
ValueCountFrequency (%) 
99.6 1 < 0.1%
 
99.2 1 < 0.1%
 
98.8 1 < 0.1%
 
98.5 4 0.1%
 
98.2 1 < 0.1%
 

churn
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3734
1
1266
ValueCountFrequency (%) 
0 3734 74.7%
 
1 1266 25.3%
 

commute
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count10
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.9962
Minimum1
Maximum10
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q34
95-th percentile8
Maximum10
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.743517986
Coefficient of variation (CV)0.9156658386
Kurtosis-0.04557220383
Mean2.9962
Median Absolute Deviation (MAD)2.2995844
Skewness1.127698726
Sum14981
Variance7.526890938
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 7.5 8.5 9.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2855 57.1%
 
4 635 12.7%
 
8 585 11.7%
 
5 302 6.0%
 
3 295 5.9%
 
10 153 3.1%
 
7 56 1.1%
 
2 50 1.0%
 
6 44 0.9%
 
9 25 0.5%
 
ValueCountFrequency (%) 
1 2855 57.1%
 
2 50 1.0%
 
3 295 5.9%
 
4 635 12.7%
 
5 302 6.0%
 
ValueCountFrequency (%) 
10 153 3.1%
 
9 25 0.5%
 
8 585 11.7%
 
7 56 1.1%
 
6 44 0.9%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4383
1
 
617
ValueCountFrequency (%) 
0 4383 87.7%
 
1 617 12.3%
 

commutebus
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2970
1
2030
ValueCountFrequency (%) 
0 2970 59.4%
 
1 2030 40.6%
 

commutecar
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
3395
0
1605
ValueCountFrequency (%) 
1 3395 67.9%
 
0 1605 32.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3641
1
1359
ValueCountFrequency (%) 
0 3641 72.8%
 
1 1359 27.2%
 

commutecat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.9734
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median1
Q33
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.258971581
Coefficient of variation (CV)0.6379708022
Kurtosis-0.7879110342
Mean1.9734
Median Absolute Deviation (MAD)1.1310908
Skewness0.8190792752
Sum9867
Variance1.585009442
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 2905 58.1%
 
3 981 19.6%
 
4 666 13.3%
 
2 295 5.9%
 
5 153 3.1%
 
ValueCountFrequency (%) 
1 2905 58.1%
 
2 295 5.9%
 
3 981 19.6%
 
4 666 13.3%
 
5 153 3.1%
 
ValueCountFrequency (%) 
5 153 3.1%
 
4 666 13.3%
 
3 981 19.6%
 
2 295 5.9%
 
1 2905 58.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4487
1
 
513
ValueCountFrequency (%) 
0 4487 89.7%
 
1 513 10.3%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4708
1
 
292
ValueCountFrequency (%) 
0 4708 94.2%
 
1 292 5.8%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4523
1
 
477
ValueCountFrequency (%) 
0 4523 90.5%
 
1 477 9.5%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3627
1
1373
ValueCountFrequency (%) 
0 3627 72.5%
 
1 1373 27.5%
 

commutetime
Real number (ℝ≥0)

Distinct count42
Unique (%)0.8%
Missing2
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean25.34553822
Minimum8
Maximum48
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum8
5-th percentile16
Q121
median25
Q329
95-th percentile35
Maximum48
Range40
Interquartile range (IQR)8

Descriptive statistics

Standard deviation5.879148725
Coefficient of variation (CV)0.2319599085
Kurtosis0.1348687314
Mean25.34553822
Median Absolute Deviation (MAD)4.689455214
Skewness0.2902796332
Sum126677
Variance34.56438973
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
24 336 6.7%
 
23 335 6.7%
 
27 331 6.6%
 
25 330 6.6%
 
22 325 6.5%
 
26 311 6.2%
 
21 307 6.1%
 
28 293 5.9%
 
29 260 5.2%
 
30 226 4.5%
 
Other values (31) 1944 38.9%
 
ValueCountFrequency (%) 
8 1 < 0.1%
 
9 6 0.1%
 
10 4 0.1%
 
11 9 0.2%
 
12 22 0.4%
 
ValueCountFrequency (%) 
48 1 < 0.1%
 
47 1 < 0.1%
 
46 6 0.1%
 
45 4 0.1%
 
44 4 0.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3081
1
1919
ValueCountFrequency (%) 
0 3081 61.6%
 
1 1919 38.4%
 

confer
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2610
1
2390
ValueCountFrequency (%) 
0 2610 52.2%
 
1 2390 47.8%
 

creddebt
Real number (ℝ≥0)

Distinct count4950
Unique (%)99.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.857325646
Minimum0
Maximum109.072596
Zeros1
Zeros (%)< 0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.101088
Q10.3855195
median0.926437
Q32.06382
95-th percentile6.3730104
Maximum109.072596
Range109.072596
Interquartile range (IQR)1.6783005

Descriptive statistics

Standard deviation3.41573197
Coefficient of variation (CV)1.839059283
Kurtosis248.5334273
Mean1.857325646
Median Absolute Deviation (MAD)1.669040643
Skewness11.12004134
Sum9286.628229
Variance11.66722489
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 2.96480000e-02 4.81550000e-01 8.24674500e-01 1.10591150e+00 ... 6.10431900e+00 9.96463000e+00 1.69811400e+01 3.49856660e+01 1.09072596e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0.272 2 < 0.1%
 
0.235872 2 < 0.1%
 
0.17172 2 < 0.1%
 
0.316008 2 < 0.1%
 
1.6744 2 < 0.1%
 
1.254 2 < 0.1%
 
0.658368 2 < 0.1%
 
0.129778 2 < 0.1%
 
0.49842 2 < 0.1%
 
0.66528 2 < 0.1%
 
Other values (4940) 4980 99.6%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
0.001364 1 < 0.1%
 
0.00341 1 < 0.1%
 
0.00494 1 < 0.1%
 
0.006344 1 < 0.1%
 
ValueCountFrequency (%) 
109.072596 1 < 0.1%
 
67.49085 1 < 0.1%
 
48.704524 1 < 0.1%
 
44.24556 1 < 0.1%
 
42.0985 1 < 0.1%
 

custid
Categorical

UNIQUE
HIGH CARDINALITY
Distinct count5000
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
9110-FVPBBH-02Q
 
1
7052-KBBNSY-Y68
 
1
8027-EXDZBF-OGR
 
1
1552-COSSKC-9M3
 
1
4309-WAPMSB-VVE
 
1
Other values (4995)
4995
ValueCountFrequency (%) 
9110-FVPBBH-02Q 1 < 0.1%
 
7052-KBBNSY-Y68 1 < 0.1%
 
8027-EXDZBF-OGR 1 < 0.1%
 
1552-COSSKC-9M3 1 < 0.1%
 
4309-WAPMSB-VVE 1 < 0.1%
 
8822-MXUYEV-8W6 1 < 0.1%
 
4932-WLESZG-CWJ 1 < 0.1%
 
0697-MGZOBI-YLB 1 < 0.1%
 
7268-PIGTZV-ZZY 1 < 0.1%
 
7090-MPBKYU-KZO 1 < 0.1%
 
Other values (4990) 4990 99.8%
 

Composition

Contains charsTrue
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsTrue

Length

Max length15
Mean length15
Min length15
Scatter

debtinc
Real number (ℝ≥0)

Distinct count325
Unique (%)6.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.95416
Minimum0
Maximum43.1
Zeros1
Zeros (%)< 0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile1.9
Q15.1
median8.8
Q313.6
95-th percentile22.2
Maximum43.1
Range43.1
Interquartile range (IQR)8.5

Descriptive statistics

Standard deviation6.399783288
Coefficient of variation (CV)0.6429254993
Kurtosis1.37645844
Mean9.95416
Median Absolute Deviation (MAD)5.021084064
Skewness1.061933558
Sum49770.8
Variance40.95722614
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.45 1.05 1.95 4.05 ... 22.15 24.85 29.35 37.85 43.1 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7 48 1.0%
 
6.9 46 0.9%
 
4.1 46 0.9%
 
5.4 45 0.9%
 
4.4 42 0.8%
 
6.6 42 0.8%
 
7.3 41 0.8%
 
5.9 39 0.8%
 
11.3 39 0.8%
 
5.5 38 0.8%
 
Other values (315) 4574 91.5%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
0.1 6 0.1%
 
0.2 2 < 0.1%
 
0.3 5 0.1%
 
0.4 6 0.1%
 
ValueCountFrequency (%) 
43.1 1 < 0.1%
 
41.7 1 < 0.1%
 
41 1 < 0.1%
 
40.7 1 < 0.1%
 
38.2 1 < 0.1%
 

default
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3829
1
1171
ValueCountFrequency (%) 
0 3829 76.6%
 
1 1171 23.4%
 

ebill
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3257
1
1743
ValueCountFrequency (%) 
0 3257 65.1%
 
1 1743 34.9%
 

ed
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count18
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14.543
Minimum6
Maximum23
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum6
5-th percentile9
Q112
median14
Q317
95-th percentile20
Maximum23
Range17
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.281082763
Coefficient of variation (CV)0.2256125121
Kurtosis-0.6070629191
Mean14.543
Median Absolute Deviation (MAD)2.7074236
Skewness0.003733520921
Sum72715
Variance10.7655041
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 6. 7.5 8.5 9.5 10.5 ... 19.5 20.5 21.5 22.5 23. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
14 569 11.4%
 
15 536 10.7%
 
13 531 10.6%
 
16 486 9.7%
 
12 467 9.3%
 
17 454 9.1%
 
11 362 7.2%
 
18 349 7.0%
 
19 308 6.2%
 
10 260 5.2%
 
Other values (8) 678 13.6%
 
ValueCountFrequency (%) 
6 8 0.2%
 
7 31 0.6%
 
8 107 2.1%
 
9 178 3.6%
 
10 260 5.2%
 
ValueCountFrequency (%) 
23 4 0.1%
 
22 33 0.7%
 
21 111 2.2%
 
20 206 4.1%
 
19 308 6.2%
 

edcat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.672
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.211738281
Coefficient of variation (CV)0.4534948657
Kurtosis-0.9972867043
Mean2.672
Median Absolute Deviation (MAD)1.0538944
Skewness0.2482455737
Sum13360
Variance1.468309662
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1567 31.3%
 
4 1111 22.2%
 
3 1022 20.4%
 
1 946 18.9%
 
5 354 7.1%
 
ValueCountFrequency (%) 
1 946 18.9%
 
2 1567 31.3%
 
3 1022 20.4%
 
4 1111 22.2%
 
5 354 7.1%
 
ValueCountFrequency (%) 
5 354 7.1%
 
4 1111 22.2%
 
3 1022 20.4%
 
2 1567 31.3%
 
1 946 18.9%
 

empcat
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.9326
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.453299575
Coefficient of variation (CV)0.4955669288
Kurtosis-1.335449666
Mean2.9326
Median Absolute Deviation (MAD)1.25033312
Skewness0.1513485346
Sum14663
Variance2.112079656
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 1180 23.6%
 
5 1135 22.7%
 
1 1048 21.0%
 
3 968 19.4%
 
4 669 13.4%
 
ValueCountFrequency (%) 
1 1048 21.0%
 
2 1180 23.6%
 
3 968 19.4%
 
4 669 13.4%
 
5 1135 22.7%
 
ValueCountFrequency (%) 
5 1135 22.7%
 
4 669 13.4%
 
3 968 19.4%
 
2 1180 23.6%
 
1 1048 21.0%
 

employ
Real number (ℝ≥0)

ZEROS
Distinct count52
Unique (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.7304
Minimum0
Maximum52
Zeros659
Zeros (%)13.2%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q12
median7
Q315
95-th percentile31
Maximum52
Range52
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.690928679
Coefficient of variation (CV)0.9959435048
Kurtosis1.052865428
Mean9.7304
Median Absolute Deviation (MAD)7.66462912
Skewness1.251917702
Sum48652
Variance93.91409866
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 6.5 ... 20.5 31.5 39.5 45.5 52. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 659 13.2%
 
1 389 7.8%
 
2 318 6.4%
 
3 309 6.2%
 
4 293 5.9%
 
5 260 5.2%
 
6 250 5.0%
 
7 191 3.8%
 
8 187 3.7%
 
11 184 3.7%
 
Other values (42) 1960 39.2%
 
ValueCountFrequency (%) 
0 659 13.2%
 
1 389 7.8%
 
2 318 6.4%
 
3 309 6.2%
 
4 293 5.9%
 
ValueCountFrequency (%) 
52 1 < 0.1%
 
51 1 < 0.1%
 
49 1 < 0.1%
 
48 1 < 0.1%
 
47 1 < 0.1%
 

equip
Boolean

HIGH CORRELATION
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3296
1
1704
ValueCountFrequency (%) 
0 3296 65.9%
 
1 1704 34.1%
 

equipmon
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count735
Unique (%)14.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean12.99131
Minimum0
Maximum106.3
Zeros3296
Zeros (%)65.9%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q330.8
95-th percentile49.0525
Maximum106.3
Range106.3
Interquartile range (IQR)30.8

Descriptive statistics

Standard deviation19.2129426
Coefficient of variation (CV)1.478907254
Kurtosis-0.1151255476
Mean12.99131
Median Absolute Deviation (MAD)17.1277431
Skewness1.081747534
Sum64956.55
Variance369.1371634
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 8.5 17.05 21.125 24.775 ... 48.525 55.575 65.15 75.65 106.3 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3296 65.9%
 
38.8 8 0.2%
 
36.5 8 0.2%
 
31.15 8 0.2%
 
32.3 8 0.2%
 
31.35 8 0.2%
 
42.05 7 0.1%
 
26.6 7 0.1%
 
29.25 7 0.1%
 
43.25 7 0.1%
 
Other values (725) 1636 32.7%
 
ValueCountFrequency (%) 
0 3296 65.9%
 
17 1 < 0.1%
 
17.1 1 < 0.1%
 
17.25 1 < 0.1%
 
17.35 1 < 0.1%
 
ValueCountFrequency (%) 
106.3 1 < 0.1%
 
94.1 1 < 0.1%
 
91.2 1 < 0.1%
 
89.35 1 < 0.1%
 
86.35 1 < 0.1%
 

equipten
Real number (ℝ≥0)

ZEROS
Distinct count1683
Unique (%)33.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean470.1764
Minimum0
Maximum6525.3
Zeros3296
Zeros (%)65.9%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3510.1625
95-th percentile2600.99
Maximum6525.3
Range6525.3
Interquartile range (IQR)510.1625

Descriptive statistics

Standard deviation912.2206241
Coefficient of variation (CV)1.940166763
Kurtosis4.786260303
Mean470.1764
Median Absolute Deviation (MAD)664.550161
Skewness2.21494878
Sum2350882
Variance832146.4671
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 6.025000e+00 1.945000e+01 4.312500e+01 2.266250e+02 ... 1.793300e+03 2.797800e+03 3.702625e+03 4.747450e+03 6.525300e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3296 65.9%
 
1259.35 2 < 0.1%
 
446.45 2 < 0.1%
 
1918.8 2 < 0.1%
 
824.3 2 < 0.1%
 
2778.3 2 < 0.1%
 
723.2 2 < 0.1%
 
163.4 2 < 0.1%
 
206.7 2 < 0.1%
 
224.7 2 < 0.1%
 
Other values (1673) 1686 33.7%
 
ValueCountFrequency (%) 
0 3296 65.9%
 
12.05 1 < 0.1%
 
14.65 1 < 0.1%
 
14.85 1 < 0.1%
 
16.1 1 < 0.1%
 
ValueCountFrequency (%) 
6525.3 1 < 0.1%
 
6158.95 1 < 0.1%
 
6014.7 1 < 0.1%
 
5996.85 1 < 0.1%
 
5174.45 1 < 0.1%
 

forward
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2597
1
2403
ValueCountFrequency (%) 
0 2597 51.9%
 
1 2403 48.1%
 

gender
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
2518
0
2482
ValueCountFrequency (%) 
1 2518 50.4%
 
0 2482 49.6%
 

homeown
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
3148
0
1852
ValueCountFrequency (%) 
1 3148 63.0%
 
0 1852 37.0%
 

hometype
Categorical

Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
2265
2
1548
3
896
4
 
291
ValueCountFrequency (%) 
1 2265 45.3%
 
2 1548 31.0%
 
3 896 17.9%
 
4 291 5.8%
 

Composition

Contains charsFalse
Contains digitsTrue
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length1
Mean length1
Min length1
Scatter

hourstv
Real number (ℝ≥0)

ZEROS
Distinct count32
Unique (%)0.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.645
Minimum0
Maximum36
Zeros85
Zeros (%)1.7%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile12
Q117
median20
Q323
95-th percentile28
Maximum36
Range36
Interquartile range (IQR)6

Descriptive statistics

Standard deviation5.165608551
Coefficient of variation (CV)0.2629477501
Kurtosis2.348421771
Mean19.645
Median Absolute Deviation (MAD)3.862194
Skewness-0.6447121586
Sum98225
Variance26.6835117
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 3. 7.5 9.5 11.5 ... 25.5 27.5 29.5 31.5 36. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 451 9.0%
 
19 445 8.9%
 
21 440 8.8%
 
18 413 8.3%
 
22 371 7.4%
 
17 350 7.0%
 
16 309 6.2%
 
23 301 6.0%
 
15 263 5.3%
 
24 248 5.0%
 
Other values (22) 1409 28.2%
 
ValueCountFrequency (%) 
0 85 1.7%
 
6 1 < 0.1%
 
7 3 0.1%
 
8 9 0.2%
 
9 13 0.3%
 
ValueCountFrequency (%) 
36 3 0.1%
 
35 6 0.1%
 
34 9 0.2%
 
33 8 0.2%
 
32 10 0.2%
 

inccat
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.3922
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.221260601
Coefficient of variation (CV)0.5105177665
Kurtosis-0.5478133878
Mean2.3922
Median Absolute Deviation (MAD)1.02256376
Skewness0.6595016048
Sum11961
Variance1.491477455
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 3.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2 1797 35.9%
 
1 1330 26.6%
 
3 839 16.8%
 
4 650 13.0%
 
5 384 7.7%
 
ValueCountFrequency (%) 
1 1330 26.6%
 
2 1797 35.9%
 
3 839 16.8%
 
4 650 13.0%
 
5 384 7.7%
 
ValueCountFrequency (%) 
5 384 7.7%
 
4 650 13.0%
 
3 839 16.8%
 
2 1797 35.9%
 
1 1330 26.6%
 

income
Real number (ℝ≥0)

Distinct count266
Unique (%)5.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean54.7596
Minimum9
Maximum1073
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum9
5-th percentile13
Q124
median38
Q367
95-th percentile147
Maximum1073
Range1064
Interquartile range (IQR)43

Descriptive statistics

Standard deviation55.37751115
Coefficient of variation (CV)1.01128407
Kurtosis57.07703653
Mean54.7596
Median Absolute Deviation (MAD)34.06261792
Skewness5.179216362
Sum273798
Variance3066.668742
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 9. 9.5 14.5 35.5 46.5 ... 150.5 198. 302. 430.5 1073. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
22 112 2.2%
 
29 109 2.2%
 
25 108 2.2%
 
20 102 2.0%
 
30 102 2.0%
 
18 100 2.0%
 
23 100 2.0%
 
24 99 2.0%
 
32 93 1.9%
 
16 91 1.8%
 
Other values (256) 3984 79.7%
 
ValueCountFrequency (%) 
9 83 1.7%
 
10 55 1.1%
 
11 57 1.1%
 
12 52 1.0%
 
13 56 1.1%
 
ValueCountFrequency (%) 
1073 1 < 0.1%
 
995 1 < 0.1%
 
780 1 < 0.1%
 
642 1 < 0.1%
 
575 1 < 0.1%
 

internet
Real number (ℝ≥0)

ZEROS
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.1996
Minimum0
Maximum4
Zeros2498
Zeros (%)50.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q32
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.449337765
Coefficient of variation (CV)1.208184199
Kurtosis-0.8385647798
Mean1.1996
Median Absolute Deviation (MAD)1.26043648
Skewness0.8084050647
Sum5998
Variance2.100579956
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2498 50.0%
 
1 774 15.5%
 
3 598 12.0%
 
4 585 11.7%
 
2 545 10.9%
 
ValueCountFrequency (%) 
0 2498 50.0%
 
1 774 15.5%
 
2 545 10.9%
 
3 598 12.0%
 
4 585 11.7%
 
ValueCountFrequency (%) 
4 585 11.7%
 
3 598 12.0%
 
2 545 10.9%
 
1 774 15.5%
 
0 2498 50.0%
 

jobcat
Real number (ℝ≥0)

Distinct count6
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7528
Minimum1
Maximum6
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q34
95-th percentile6
Maximum6
Range5
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.737899945
Coefficient of variation (CV)0.631320817
Kurtosis-0.7587698514
Mean2.7528
Median Absolute Deviation (MAD)1.46699136
Skewness0.7980652472
Sum13764
Variance3.020296219
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2 1640 32.8%
 
1 1388 27.8%
 
6 688 13.8%
 
3 620 12.4%
 
5 452 9.0%
 
4 212 4.2%
 
ValueCountFrequency (%) 
1 1388 27.8%
 
2 1640 32.8%
 
3 620 12.4%
 
4 212 4.2%
 
5 452 9.0%
 
ValueCountFrequency (%) 
6 688 13.8%
 
5 452 9.0%
 
4 212 4.2%
 
3 620 12.4%
 
2 1640 32.8%
 

jobsat
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.9642
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.37945603
Coefficient of variation (CV)0.4653721174
Kurtosis-1.236731377
Mean2.9642
Median Absolute Deviation (MAD)1.16367408
Skewness0.02675024957
Sum14821
Variance1.90289894
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1085 21.7%
 
2 1031 20.6%
 
4 1016 20.3%
 
1 975 19.5%
 
5 893 17.9%
 
ValueCountFrequency (%) 
1 975 19.5%
 
2 1031 20.6%
 
3 1085 21.7%
 
4 1016 20.3%
 
5 893 17.9%
 
ValueCountFrequency (%) 
5 893 17.9%
 
4 1016 20.3%
 
3 1085 21.7%
 
2 1031 20.6%
 
1 975 19.5%
 

lncardmon
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count271
Unique (%)5.4%
Missing1419
Missing (%)28.4%
Infinite0
Infinite (%)0.0%
Mean2.909732694
Minimum1.178654996
Maximum5.239098007
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1.178654996
5-th percentile1.981001469
Q12.545531272
median2.90416508
Q33.295836866
95-th percentile3.839452313
Maximum5.239098007
Range4.060443011
Interquartile range (IQR)0.7503055944

Descriptive statistics

Standard deviation0.5648591324
Coefficient of variation (CV)0.1941274996
Kurtosis-0.05124361146
Mean2.909732694
Median Absolute Deviation (MAD)0.4506907512
Skewness0.06273362951
Sum10419.75278
Variance0.3190658394
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.583997552 53 1.1%
 
2.442347035 52 1.0%
 
2.803360381 49 1.0%
 
2.788092909 49 1.0%
 
2.621038824 47 0.9%
 
2.602689685 45 0.9%
 
2.90416508 45 0.9%
 
2.708050201 44 0.9%
 
2.656756907 44 0.9%
 
2.724579503 43 0.9%
 
Other values (260) 3110 62.2%
 
(Missing) 1419 28.4%
 
ValueCountFrequency (%) 
1.178654996 1 < 0.1%
 
1.32175584 1 < 0.1%
 
1.386294361 3 0.1%
 
1.446918983 9 0.2%
 
1.504077397 5 0.1%
 
ValueCountFrequency (%) 
5.239098007 1 < 0.1%
 
4.92906364 1 < 0.1%
 
4.649187071 1 < 0.1%
 
4.624972813 1 < 0.1%
 
4.607667066 1 < 0.1%
 

lncardten
Real number (ℝ≥0)

MISSING
Distinct count697
Unique (%)13.9%
Missing1422
Missing (%)28.4%
Infinite0
Infinite (%)0.0%
Mean6.42630873
Minimum1.558144618
Maximum9.525516009
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1.558144618
5-th percentile4.094344562
Q15.857933154
median6.639875834
Q37.218909708
95-th percentile7.923257452
Maximum9.525516009
Range7.967371391
Interquartile range (IQR)1.360976553

Descriptive statistics

Standard deviation1.172049668
Coefficient of variation (CV)0.1823830316
Kurtosis2.026584691
Mean6.42630873
Median Absolute Deviation (MAD)0.8842663989
Skewness-1.171372066
Sum22993.33264
Variance1.373700425
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6.380122537 21 0.4%
 
5.940171253 20 0.4%
 
5.298317367 20 0.4%
 
3.80666249 19 0.4%
 
5.272999559 19 0.4%
 
6.214608098 19 0.4%
 
6.075346031 18 0.4%
 
5.686975356 18 0.4%
 
5.799092654 18 0.4%
 
5.393627546 18 0.4%
 
Other values (686) 3388 67.8%
 
(Missing) 1422 28.4%
 
ValueCountFrequency (%) 
1.558144618 1 < 0.1%
 
1.609437912 17 0.3%
 
1.658228077 1 < 0.1%
 
2.047692843 1 < 0.1%
 
2.079441542 1 < 0.1%
 
ValueCountFrequency (%) 
9.525516009 1 < 0.1%
 
9.2023082 1 < 0.1%
 
8.896998553 1 < 0.1%
 
8.869960511 1 < 0.1%
 
8.770283819 1 < 0.1%
 

lncreddebt
Real number (ℝ)

Distinct count4942
Unique (%)98.8%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean-0.1304535217
Minimum-6.59733372
Maximum4.692013679
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-6.59733372
5-th percentile-2.291603612
Q1-0.9526851128
median-0.07610596682
Q30.7246652046
95-th percentile1.852297333
Maximum4.692013679
Range11.2893474
Interquartile range (IQR)1.677350317

Descriptive statistics

Standard deviation1.273058389
Coefficient of variation (CV)-9.758712315
Kurtosis0.4926200073
Mean-0.1304535217
Median Absolute Deviation (MAD)0.9985671867
Skewness-0.2950873094
Sum-652.1371549
Variance1.620677661
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.2263384422 2 < 0.1%
 
-0.5028574541 2 < 0.1%
 
-0.981229333 2 < 0.1%
 
-1.761890036 2 < 0.1%
 
-0.12284583 2 < 0.1%
 
-0.9930637907 2 < 0.1%
 
-1.151987749 2 < 0.1%
 
0.0174469136 2 < 0.1%
 
-2.041929981 2 < 0.1%
 
-1.444465994 2 < 0.1%
 
Other values (4931) 4979 99.6%
 
ValueCountFrequency (%) 
-6.59733372 1 < 0.1%
 
-5.681042988 1 < 0.1%
 
-5.310389948 1 < 0.1%
 
-5.060245795 1 < 0.1%
 
-4.944145553 1 < 0.1%
 
ValueCountFrequency (%) 
4.692013679 1 < 0.1%
 
4.211992033 1 < 0.1%
 
3.885771921 1 < 0.1%
 
3.789755027 1 < 0.1%
 
3.740012111 1 < 0.1%
 

lnequipmon
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count735
Unique (%)14.7%
Missing3296
Missing (%)65.9%
Infinite0
Infinite (%)0.0%
Mean3.6002376
Minimum2.833213344
Maximum4.666265285
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.833213344
5-th percentile3.139832618
Q13.412796518
median3.598681186
Q33.790137698
95-th percentile4.065473393
Maximum4.666265285
Range1.833051941
Interquartile range (IQR)0.3773411803

Descriptive statistics

Standard deviation0.2833846516
Coefficient of variation (CV)0.07871276374
Kurtosis-0.02150047187
Mean3.6002376
Median Absolute Deviation (MAD)0.2266427676
Skewness0.09913384387
Sum6134.80487
Variance0.08030686077
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.445214267 8 0.2%
 
3.438814245 8 0.2%
 
3.658420247 8 0.2%
 
3.597312261 8 0.2%
 
3.47506723 8 0.2%
 
3.766997233 7 0.1%
 
3.375879574 7 0.1%
 
3.54240755 7 0.1%
 
3.485844856 7 0.1%
 
3.747148362 7 0.1%
 
Other values (724) 1629 32.6%
 
(Missing) 3296 65.9%
 
ValueCountFrequency (%) 
2.833213344 1 < 0.1%
 
2.839078464 1 < 0.1%
 
2.847812143 1 < 0.1%
 
2.853592506 1 < 0.1%
 
2.862200881 1 < 0.1%
 
ValueCountFrequency (%) 
4.666265285 1 < 0.1%
 
4.544358047 1 < 0.1%
 
4.513054897 1 < 0.1%
 
4.492561242 1 < 0.1%
 
4.458408805 1 < 0.1%
 

lnequipten
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1683
Unique (%)33.7%
Missing3296
Missing (%)65.9%
Infinite0
Infinite (%)0.0%
Mean6.747296394
Minimum2.48906466
Maximum8.783442208
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.48906466
5-th percentile4.251229863
Q16.171570108
median7.050556063
Q37.649835304
95-th percentile8.117630841
Maximum8.783442208
Range6.294377548
Interquartile range (IQR)1.478265196

Descriptive statistics

Standard deviation1.19923353
Coefficient of variation (CV)0.1777354158
Kurtosis0.8131512613
Mean6.747296394
Median Absolute Deviation (MAD)0.9415741024
Skewness-1.106618609
Sum11497.39306
Variance1.43816106
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7.138350994 2 < 0.1%
 
3.701301974 2 < 0.1%
 
7.55945527 2 < 0.1%
 
7.929594509 2 < 0.1%
 
6.550651672 2 < 0.1%
 
6.350623902 2 < 0.1%
 
6.616466711 2 < 0.1%
 
7.765526671 2 < 0.1%
 
6.714534541 2 < 0.1%
 
5.033700567 2 < 0.1%
 
Other values (1672) 1684 33.7%
 
(Missing) 3296 65.9%
 
ValueCountFrequency (%) 
2.48906466 1 < 0.1%
 
2.684440335 1 < 0.1%
 
2.697999865 1 < 0.1%
 
2.778819272 1 < 0.1%
 
2.839078464 1 < 0.1%
 
ValueCountFrequency (%) 
8.783442208 1 < 0.1%
 
8.725661587 1 < 0.1%
 
8.701961752 1 < 0.1%
 
8.69898961 1 < 0.1%
 
8.551488332 1 < 0.1%
 

lninc
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count266
Unique (%)5.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.699909398
Minimum2.197224577
Maximum6.978213743
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.197224577
5-th percentile2.564949357
Q13.17805383
median3.63758616
Q34.204692619
95-th percentile4.990432587
Maximum6.978213743
Range4.780989165
Interquartile range (IQR)1.026638789

Descriptive statistics

Standard deviation0.7470718745
Coefficient of variation (CV)0.2019162617
Kurtosis-0.023787712
Mean3.699909398
Median Absolute Deviation (MAD)0.6013795097
Skewness0.35028179
Sum18499.54699
Variance0.5581163856
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[2.19722458 2.24990484 2.60200334 2.86179255 3.06778245 ... 4.9870196 5.22842765 5.71040509 6.06483333 6.97821374], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3.091042453 112 2.2%
 
3.36729583 109 2.2%
 
3.218875825 108 2.2%
 
3.401197382 102 2.0%
 
2.995732274 102 2.0%
 
3.135494216 100 2.0%
 
2.890371758 100 2.0%
 
3.17805383 99 2.0%
 
3.465735903 93 1.9%
 
3.044522438 91 1.8%
 
Other values (256) 3984 79.7%
 
ValueCountFrequency (%) 
2.197224577 83 1.7%
 
2.302585093 55 1.1%
 
2.397895273 57 1.1%
 
2.48490665 52 1.0%
 
2.564949357 56 1.1%
 
ValueCountFrequency (%) 
6.978213743 1 < 0.1%
 
6.902742737 1 < 0.1%
 
6.65929392 1 < 0.1%
 
6.464588304 1 < 0.1%
 
6.354370041 1 < 0.1%
 

lnlongmon
Real number (ℝ)

HIGH CORRELATION
Distinct count866
Unique (%)17.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.288779163
Minimum-0.1053605157
Maximum5.19212317
Zeros1
Zeros (%)< 0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-0.1053605157
5-th percentile1.064710737
Q11.740466175
median2.256541154
Q32.806386102
95-th percentile3.604341892
Maximum5.19212317
Range5.297483686
Interquartile range (IQR)1.065919927

Descriptive statistics

Standard deviation0.7751778977
Coefficient of variation (CV)0.3386861914
Kurtosis-0.08563006282
Mean2.288779163
Median Absolute Deviation (MAD)0.6218329296
Skewness0.1735480315
Sum11443.89582
Variance0.6009007731
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-0.10536052 0.54512202 0.79969379 1.05601487 1.28783051 ... 3.32952194 3.66803858 4.00049155 4.44117434 5.19212317], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.435084525 31 0.6%
 
1.609437912 29 0.6%
 
2.066862759 28 0.6%
 
1.731655545 25 0.5%
 
2.014903021 25 0.5%
 
1.558144618 24 0.5%
 
1.373715579 24 0.5%
 
1.638996715 24 0.5%
 
1.599387577 24 0.5%
 
1.515127233 23 0.5%
 
Other values (856) 4743 94.9%
 
ValueCountFrequency (%) 
-0.1053605157 2 < 0.1%
 
-0.05129329439 1 < 0.1%
 
0 1 < 0.1%
 
0.04879016417 1 < 0.1%
 
0.0953101798 2 < 0.1%
 
ValueCountFrequency (%) 
5.19212317 1 < 0.1%
 
4.943069975 1 < 0.1%
 
4.86753445 1 < 0.1%
 
4.741011409 1 < 0.1%
 
4.734003058 1 < 0.1%
 

lnlongten
Real number (ℝ)

HIGH CORRELATION
Distinct count4438
Unique (%)88.8%
Missing3
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean5.611297921
Minimum-0.1053605157
Maximum9.476275178
Zeros1
Zeros (%)< 0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-0.1053605157
5-th percentile2.535271501
Q14.650143552
median5.857933154
Q36.817666444
95-th percentile7.850744761
Maximum9.476275178
Range9.581635693
Interquartile range (IQR)2.167522893

Descriptive statistics

Standard deviation1.649308365
Coefficient of variation (CV)0.2939263586
Kurtosis0.2778265734
Mean5.611297921
Median Absolute Deviation (MAD)1.312014839
Skewness-0.7203826656
Sum28039.65571
Variance2.720218083
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.7178397932 8 0.2%
 
0.955511445 6 0.1%
 
2.660259537 5 0.1%
 
2.800325477 5 0.1%
 
4.254193263 4 0.1%
 
1.824549292 4 0.1%
 
0.6151856391 4 0.1%
 
3.738859386 4 0.1%
 
3.551053137 4 0.1%
 
2.411439498 4 0.1%
 
Other values (4427) 4949 99.0%
 
ValueCountFrequency (%) 
-0.1053605157 2 < 0.1%
 
-0.05129329439 1 < 0.1%
 
0 1 < 0.1%
 
0.0953101798 1 < 0.1%
 
0.1397619424 2 < 0.1%
 
ValueCountFrequency (%) 
9.476275178 1 < 0.1%
 
9.235262227 1 < 0.1%
 
9.143842599 1 < 0.1%
 
9.023209268 1 < 0.1%
 
9.009276266 1 < 0.1%
 

lnothdebt
Real number (ℝ)

Distinct count4973
Unique (%)99.5%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean0.6969152599
Minimum-4.092107067
Maximum4.952010983
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-4.092107067
5-th percentile-1.24348344
Q1-0.01898650935
median0.7415372647
Q31.462053291
95-th percentile2.469586375
Maximum4.952010983
Range9.04411805
Interquartile range (IQR)1.4810398

Descriptive statistics

Standard deviation1.128578241
Coefficient of variation (CV)1.619390916
Kurtosis0.3024173635
Mean0.6969152599
Median Absolute Deviation (MAD)0.8908609447
Skewness-0.2320881386
Sum3483.879384
Variance1.273688846
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1069081175 3 0.1%
 
0.320821834 2 < 0.1%
 
0.5865458955 2 < 0.1%
 
-1.706830258 2 < 0.1%
 
0.1972495774 2 < 0.1%
 
1.052275113 2 < 0.1%
 
-0.1026973982 2 < 0.1%
 
-0.8003093182 2 < 0.1%
 
0.6127394063 2 < 0.1%
 
-1.034601407 2 < 0.1%
 
Other values (4962) 4978 99.6%
 
ValueCountFrequency (%) 
-4.092107067 1 < 0.1%
 
-3.880718156 1 < 0.1%
 
-3.85328251 1 < 0.1%
 
-3.798426499 1 < 0.1%
 
-3.309074093 1 < 0.1%
 
ValueCountFrequency (%) 
4.952010983 1 < 0.1%
 
4.62799182 1 < 0.1%
 
4.203615921 1 < 0.1%
 
4.092846641 1 < 0.1%
 
4.083894146 1 < 0.1%
 

lntollmon
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count234
Unique (%)4.7%
Missing2622
Missing (%)52.4%
Infinite0
Infinite (%)0.0%
Mean3.243229787
Minimum2.079441542
Maximum4.622518824
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.079441542
5-th percentile2.583997552
Q12.970414466
median3.228826156
Q33.518980417
95-th percentile3.926911618
Maximum4.622518824
Range2.543077283
Interquartile range (IQR)0.5485659517

Descriptive statistics

Standard deviation0.4046585633
Coefficient of variation (CV)0.1247702413
Kurtosis-0.149906441
Mean3.243229787
Median Absolute Deviation (MAD)0.3246260478
Skewness0.1207847652
Sum7712.400435
Variance0.1637485528
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.124565145 33 0.7%
 
2.890371758 33 0.7%
 
3.17805383 32 0.6%
 
3.135494216 31 0.6%
 
3.091042453 30 0.6%
 
3.16758253 30 0.6%
 
2.995732274 29 0.6%
 
2.970414466 29 0.6%
 
2.944438979 29 0.6%
 
2.983153491 28 0.6%
 
Other values (223) 2074 41.5%
 
(Missing) 2622 52.4%
 
ValueCountFrequency (%) 
2.079441542 1 < 0.1%
 
2.140066163 2 < 0.1%
 
2.1690537 2 < 0.1%
 
2.197224577 1 < 0.1%
 
2.251291799 4 0.1%
 
ValueCountFrequency (%) 
4.622518824 1 < 0.1%
 
4.59764192 1 < 0.1%
 
4.551241844 1 < 0.1%
 
4.454347296 1 < 0.1%
 
4.442651256 1 < 0.1%
 

lntollten
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count2323
Unique (%)46.5%
Missing2622
Missing (%)52.4%
Infinite0
Infinite (%)0.0%
Mean6.58478329
Minimum2.1690537
Maximum8.842669479
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.1690537
5-th percentile4.208490094
Q15.912218335
median6.858013196
Q37.459900035
95-th percentile8.106641625
Maximum8.842669479
Range6.673615779
Interquartile range (IQR)1.5476817

Descriptive statistics

Standard deviation1.222040166
Coefficient of variation (CV)0.1855854798
Kurtosis0.8807414388
Mean6.58478329
Median Absolute Deviation (MAD)0.9601548215
Skewness-1.025286485
Sum15658.61466
Variance1.493382168
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.818398258 3 0.1%
 
2.302585093 3 0.1%
 
7.300135148 3 0.1%
 
5.405151795 2 < 0.1%
 
5.604514473 2 < 0.1%
 
6.176906231 2 < 0.1%
 
3.154870495 2 < 0.1%
 
3.277144733 2 < 0.1%
 
6.918002595 2 < 0.1%
 
5.405825574 2 < 0.1%
 
Other values (2312) 2355 47.1%
 
(Missing) 2622 52.4%
 
ValueCountFrequency (%) 
2.1690537 1 < 0.1%
 
2.302585093 3 0.1%
 
2.351375257 1 < 0.1%
 
2.374905755 1 < 0.1%
 
2.420368129 1 < 0.1%
 
ValueCountFrequency (%) 
8.842669479 1 < 0.1%
 
8.830981511 1 < 0.1%
 
8.819340141 1 < 0.1%
 
8.731739896 1 < 0.1%
 
8.638782308 1 < 0.1%
 

lnwiremon
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count746
Unique (%)14.9%
Missing3656
Missing (%)73.1%
Infinite0
Infinite (%)0.0%
Mean3.605000681
Minimum2.541601993
Maximum5.227089857
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.541601993
5-th percentile2.992964163
Q13.3304172
median3.597996723
Q33.865193315
95-th percentile4.267281665
Maximum5.227089857
Range2.685487864
Interquartile range (IQR)0.5347761156

Descriptive statistics

Standard deviation0.3901016527
Coefficient of variation (CV)0.1082112563
Kurtosis0.185025699
Mean3.605000681
Median Absolute Deviation (MAD)0.3099890958
Skewness0.2936358749
Sum4845.120915
Variance0.1521792994
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.535145354 9 0.2%
 
3.471966453 7 0.1%
 
3.3304172 7 0.1%
 
3.133317937 7 0.1%
 
3.671224519 6 0.1%
 
3.113515309 6 0.1%
 
3.32323584 5 0.1%
 
3.326832966 5 0.1%
 
3.568123253 5 0.1%
 
3.321432413 5 0.1%
 
Other values (735) 1282 25.6%
 
(Missing) 3656 73.1%
 
ValueCountFrequency (%) 
2.541601993 1 < 0.1%
 
2.63905733 1 < 0.1%
 
2.677590994 1 < 0.1%
 
2.687847494 2 < 0.1%
 
2.694627181 1 < 0.1%
 
ValueCountFrequency (%) 
5.227089857 1 < 0.1%
 
5.106854152 1 < 0.1%
 
4.901192383 1 < 0.1%
 
4.873287103 1 < 0.1%
 
4.779963476 1 < 0.1%
 

lnwireten
Real number (ℝ≥0)

MISSING
HIGH CORRELATION
Distinct count1328
Unique (%)26.6%
Missing3656
Missing (%)73.1%
Infinite0
Infinite (%)0.0%
Mean6.808132037
Minimum2.541601993
Maximum9.461772016
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum2.541601993
5-th percentile4.114134366
Q16.158090618
median7.147185243
Q37.755376152
95-th percentile8.310816686
Maximum9.461772016
Range6.920170022
Interquartile range (IQR)1.597285534

Descriptive statistics

Standard deviation1.283966903
Coefficient of variation (CV)0.188593126
Kurtosis0.7046677356
Mean6.808132037
Median Absolute Deviation (MAD)1.012022411
Skewness-1.054914228
Sum9150.129457
Variance1.648571007
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3.039749159 2 < 0.1%
 
7.688020081 2 < 0.1%
 
6.957164299 2 < 0.1%
 
6.865317396 2 < 0.1%
 
7.625521899 2 < 0.1%
 
7.089409947 2 < 0.1%
 
7.777478375 2 < 0.1%
 
7.731842999 2 < 0.1%
 
7.114362862 2 < 0.1%
 
7.415385804 2 < 0.1%
 
Other values (1317) 1324 26.5%
 
(Missing) 3656 73.1%
 
ValueCountFrequency (%) 
2.541601993 1 < 0.1%
 
2.677590994 1 < 0.1%
 
2.681021529 1 < 0.1%
 
2.701361213 2 < 0.1%
 
2.797281335 1 < 0.1%
 
ValueCountFrequency (%) 
9.461772016 1 < 0.1%
 
9.195343479 1 < 0.1%
 
9.109392329 1 < 0.1%
 
9.068206368 1 < 0.1%
 
8.884208489 1 < 0.1%
 

longmon
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count866
Unique (%)17.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.47145
Minimum0.9
Maximum179.85
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0.9
5-th percentile2.9
Q15.7
median9.55
Q316.55
95-th percentile36.7575
Maximum179.85
Range178.95
Interquartile range (IQR)10.85

Descriptive statistics

Standard deviation12.77338116
Coefficient of variation (CV)0.9481816107
Kurtosis18.50338971
Mean13.47145
Median Absolute Deviation (MAD)8.40494282
Skewness3.271922723
Sum67357.25
Variance163.1592663
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0.9 1.725 2.875 8.925 11.225 ... 39.175 54.625 78.925 114.15 179.85 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4.2 31 0.6%
 
5 29 0.6%
 
7.9 28 0.6%
 
5.65 25 0.5%
 
7.5 25 0.5%
 
5.15 24 0.5%
 
4.75 24 0.5%
 
3.95 24 0.5%
 
4.95 24 0.5%
 
4.3 23 0.5%
 
Other values (856) 4743 94.9%
 
ValueCountFrequency (%) 
0.9 2 < 0.1%
 
0.95 1 < 0.1%
 
1 1 < 0.1%
 
1.05 1 < 0.1%
 
1.1 2 < 0.1%
 
ValueCountFrequency (%) 
179.85 1 < 0.1%
 
140.2 1 < 0.1%
 
130 1 < 0.1%
 
114.55 1 < 0.1%
 
113.75 1 < 0.1%
 

longten
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count4438
Unique (%)88.8%
Missing3
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean708.8717531
Minimum0.9
Maximum13046.5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0.9
5-th percentile12.62
Q1104.6
median350
Q3913.85
95-th percentile2567.65
Maximum13046.5
Range13045.6
Interquartile range (IQR)809.25

Descriptive statistics

Standard deviation979.2910723
Coefficient of variation (CV)1.381478481
Kurtosis16.98209333
Mean708.8717531
Median Absolute Deviation (MAD)652.3952058
Skewness3.215724003
Sum3542232.15
Variance959011.0043
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2.05 8 0.2%
 
2.6 6 0.1%
 
16.45 5 0.1%
 
14.3 5 0.1%
 
11.15 4 0.1%
 
289.75 4 0.1%
 
34.85 4 0.1%
 
70.4 4 0.1%
 
42.05 4 0.1%
 
1.4 4 0.1%
 
Other values (4427) 4949 99.0%
 
ValueCountFrequency (%) 
0.9 2 < 0.1%
 
0.95 1 < 0.1%
 
1 1 < 0.1%
 
1.1 1 < 0.1%
 
1.15 2 < 0.1%
 
ValueCountFrequency (%) 
13046.5 1 < 0.1%
 
10252.35 1 < 0.1%
 
9356.65 1 < 0.1%
 
8293.35 1 < 0.1%
 
8178.6 1 < 0.1%
 

marital
Boolean

HIGH CORRELATION
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2599
1
2401
ValueCountFrequency (%) 
0 2599 52.0%
 
1 2401 48.0%
 

multline
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2558
1
2442
ValueCountFrequency (%) 
0 2558 51.2%
 
1 2442 48.8%
 

news
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2637
1
2363
ValueCountFrequency (%) 
0 2637 52.7%
 
1 2363 47.3%
 

othdebt
Real number (ℝ≥0)

Distinct count4973
Unique (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.654460154
Minimum0
Maximum141.45915
Zeros1
Zeros (%)< 0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0.2876923
Q10.9803015
median2.09854
Q34.31478
95-th percentile11.8159808
Maximum141.45915
Range141.45915
Interquartile range (IQR)3.3344785

Descriptive statistics

Standard deviation5.395171563
Coefficient of variation (CV)1.476325185
Kurtosis125.1452338
Mean3.654460154
Median Absolute Deviation (MAD)2.972029644
Skewness7.589924316
Sum18272.30077
Variance29.10787619
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.00000000e+00 7.60125000e-02 1.75221000e-01 1.38867750e+00 1.85111200e+00 ... 1.71072630e+01 2.45548980e+01 3.69997685e+01 6.34190460e+01 1.41459150e+02], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1.112832 3 0.1%
 
4.6926 2 < 0.1%
 
4.45536 2 < 0.1%
 
1.218048 2 < 0.1%
 
1.131624 2 < 0.1%
 
0.18144 2 < 0.1%
 
0.531696 2 < 0.1%
 
2.86416 2 < 0.1%
 
0.355368 2 < 0.1%
 
2.280096 2 < 0.1%
 
Other values (4963) 4979 99.6%
 
ValueCountFrequency (%) 
0 1 < 0.1%
 
0.016704 1 < 0.1%
 
0.020636 1 < 0.1%
 
0.02121 1 < 0.1%
 
0.022406 1 < 0.1%
 
ValueCountFrequency (%) 
141.45915 1 < 0.1%
 
102.308404 1 < 0.1%
 
66.9279 1 < 0.1%
 
59.910192 1 < 0.1%
 
59.37624 1 < 0.1%
 

owncd
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
4664
0
 
336
ValueCountFrequency (%) 
1 4664 93.3%
 
0 336 6.7%
 

owndvd
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
4568
0
 
432
ValueCountFrequency (%) 
1 4568 91.4%
 
0 432 8.6%
 

ownfax
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4106
1
894
ValueCountFrequency (%) 
0 4106 82.1%
 
1 894 17.9%
 

owngame
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2626
1
2374
ValueCountFrequency (%) 
0 2626 52.5%
 
1 2374 47.5%
 

ownipod
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2604
1
2396
ValueCountFrequency (%) 
0 2604 52.1%
 
1 2396 47.9%
 

ownpc
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
3164
0
1836
ValueCountFrequency (%) 
1 3164 63.3%
 
0 1836 36.7%
 

ownpda
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3995
1
1005
ValueCountFrequency (%) 
0 3995 79.9%
 
1 1005 20.1%
 

owntv
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
4915
0
 
85
ValueCountFrequency (%) 
1 4915 98.3%
 
0 85 1.7%
 

ownvcr
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
4578
0
 
422
ValueCountFrequency (%) 
1 4578 91.6%
 
0 422 8.4%
 

pager
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3782
1
1218
ValueCountFrequency (%) 
0 3782 75.6%
 
1 1218 24.4%
 

pets
Real number (ℝ≥0)

ZEROS
Distinct count20
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.0674
Minimum0
Maximum21
Zeros1529
Zeros (%)30.6%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median2
Q35
95-th percentile10
Maximum21
Range21
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.414496888
Coefficient of variation (CV)1.113156709
Kurtosis0.895993109
Mean3.0674
Median Absolute Deviation (MAD)2.78138616
Skewness1.193780026
Sum15337
Variance11.658789
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 10.5 12.5 13.5 17. 21. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1529 30.6%
 
1 780 15.6%
 
2 586 11.7%
 
3 376 7.5%
 
5 298 6.0%
 
4 284 5.7%
 
6 256 5.1%
 
7 246 4.9%
 
8 178 3.6%
 
9 170 3.4%
 
Other values (10) 297 5.9%
 
ValueCountFrequency (%) 
0 1529 30.6%
 
1 780 15.6%
 
2 586 11.7%
 
3 376 7.5%
 
4 284 5.7%
 
ValueCountFrequency (%) 
21 1 < 0.1%
 
19 3 0.1%
 
18 1 < 0.1%
 
16 9 0.2%
 
15 10 0.2%
 

pets_birds
Real number (ℝ≥0)

ZEROS
Distinct count6
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1104
Minimum0
Maximum5
Zeros4698
Zeros (%)94.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4942273689
Coefficient of variation (CV)4.476697182
Kurtosis29.8226173
Mean0.1104
Median Absolute Deviation (MAD)0.20746368
Skewness5.246435978
Sum552
Variance0.2442606921
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0 4698 94.0%
 
1 144 2.9%
 
2 88 1.8%
 
3 49 1.0%
 
4 20 0.4%
 
5 1 < 0.1%
 
ValueCountFrequency (%) 
0 4698 94.0%
 
1 144 2.9%
 
2 88 1.8%
 
3 49 1.0%
 
4 20 0.4%
 
ValueCountFrequency (%) 
5 1 < 0.1%
 
4 20 0.4%
 
3 49 1.0%
 
2 88 1.8%
 
1 144 2.9%
 

pets_cats
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5004
Minimum0
Maximum6
Zeros3413
Zeros (%)68.3%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q31
95-th percentile2
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.8607833813
Coefficient of variation (CV)1.72019061
Kurtosis3.505584293
Mean0.5004
Median Absolute Deviation (MAD)0.68314608
Skewness1.880430439
Sum2502
Variance0.7409480296
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3413 68.3%
 
1 923 18.5%
 
2 463 9.3%
 
3 160 3.2%
 
4 34 0.7%
 
5 5 0.1%
 
6 2 < 0.1%
 
ValueCountFrequency (%) 
0 3413 68.3%
 
1 923 18.5%
 
2 463 9.3%
 
3 160 3.2%
 
4 34 0.7%
 
ValueCountFrequency (%) 
6 2 < 0.1%
 
5 5 0.1%
 
4 34 0.7%
 
3 160 3.2%
 
2 463 9.3%
 

pets_dogs
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.3924
Minimum0
Maximum7
Zeros3762
Zeros (%)75.2%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.7960835319
Coefficient of variation (CV)2.028755178
Kurtosis5.87836191
Mean0.3924
Median Absolute Deviation (MAD)0.59048352
Skewness2.330117657
Sum1962
Variance0.6337489898
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3762 75.2%
 
1 720 14.4%
 
2 360 7.2%
 
3 117 2.3%
 
4 36 0.7%
 
5 4 0.1%
 
7 1 < 0.1%
 
ValueCountFrequency (%) 
0 3762 75.2%
 
1 720 14.4%
 
2 360 7.2%
 
3 117 2.3%
 
4 36 0.7%
 
ValueCountFrequency (%) 
7 1 < 0.1%
 
5 4 0.1%
 
4 36 0.7%
 
3 117 2.3%
 
2 360 7.2%
 

pets_freshfish
Real number (ℝ≥0)

ZEROS
Distinct count17
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.8474
Minimum0
Maximum16
Zeros3462
Zeros (%)69.2%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q34
95-th percentile8
Maximum16
Range16
Interquartile range (IQR)4

Descriptive statistics

Standard deviation3.074801477
Coefficient of variation (CV)1.664394001
Kurtosis1.034373422
Mean1.8474
Median Absolute Deviation (MAD)2.56404184
Skewness1.45517328
Sum9237
Variance9.454404121
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 7.5 9.5 11.5 12.5 16. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3462 69.2%
 
5 261 5.2%
 
6 251 5.0%
 
7 229 4.6%
 
4 222 4.4%
 
8 134 2.7%
 
3 130 2.6%
 
9 110 2.2%
 
2 63 1.3%
 
10 54 1.1%
 
Other values (7) 84 1.7%
 
ValueCountFrequency (%) 
0 3462 69.2%
 
1 17 0.3%
 
2 63 1.3%
 
3 130 2.6%
 
4 222 4.4%
 
ValueCountFrequency (%) 
16 1 < 0.1%
 
15 5 0.1%
 
14 4 0.1%
 
13 4 0.1%
 
12 18 0.4%
 

pets_reptiles
Real number (ℝ≥0)

ZEROS
Distinct count7
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0556
Minimum0
Maximum6
Zeros4818
Zeros (%)96.4%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum6
Range6
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.325775791
Coefficient of variation (CV)5.859276816
Kurtosis72.82864835
Mean0.0556
Median Absolute Deviation (MAD)0.10715232
Skewness7.586118061
Sum278
Variance0.106129866
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4818 96.4%
 
1 114 2.3%
 
2 46 0.9%
 
3 19 0.4%
 
6 1 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
0 4818 96.4%
 
1 114 2.3%
 
2 46 0.9%
 
3 19 0.4%
 
4 1 < 0.1%
 
ValueCountFrequency (%) 
6 1 < 0.1%
 
5 1 < 0.1%
 
4 1 < 0.1%
 
3 19 0.4%
 
2 46 0.9%
 

pets_saltfish
Real number (ℝ≥0)

ZEROS
Distinct count9
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.0466
Minimum0
Maximum8
Zeros4942
Zeros (%)98.8%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile0
Maximum8
Range8
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.4695450293
Coefficient of variation (CV)10.07607359
Kurtosis133.344304
Mean0.0466
Median Absolute Deviation (MAD)0.09211888
Skewness11.19356771
Sum233
Variance0.2204725345
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 6.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4942 98.8%
 
3 11 0.2%
 
6 11 0.2%
 
2 11 0.2%
 
4 10 0.2%
 
5 8 0.2%
 
7 3 0.1%
 
1 3 0.1%
 
8 1 < 0.1%
 
ValueCountFrequency (%) 
0 4942 98.8%
 
1 3 0.1%
 
2 11 0.2%
 
3 11 0.2%
 
4 10 0.2%
 
ValueCountFrequency (%) 
8 1 < 0.1%
 
7 3 0.1%
 
6 11 0.2%
 
5 8 0.2%
 
4 10 0.2%
 

pets_small
Real number (ℝ≥0)

ZEROS
Distinct count8
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1146
Minimum0
Maximum7
Zeros4749
Zeros (%)95.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile1
Maximum7
Range7
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.5687983354
Coefficient of variation (CV)4.96333626
Kurtosis39.15415145
Mean0.1146
Median Absolute Deviation (MAD)0.21769416
Skewness5.908675747
Sum573
Variance0.3235315463
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0. 0.5 2.5 3.5 4.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 4749 95.0%
 
2 83 1.7%
 
1 78 1.6%
 
3 50 1.0%
 
4 26 0.5%
 
5 10 0.2%
 
6 3 0.1%
 
7 1 < 0.1%
 
ValueCountFrequency (%) 
0 4749 95.0%
 
1 78 1.6%
 
2 83 1.7%
 
3 50 1.0%
 
4 26 0.5%
 
ValueCountFrequency (%) 
7 1 < 0.1%
 
6 3 0.1%
 
5 10 0.2%
 
4 26 0.5%
 
3 50 1.0%
 

polcontrib
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3808
1
1192
ValueCountFrequency (%) 
0 3808 76.2%
 
1 1192 23.8%
 

polparty
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3093
1
1907
ValueCountFrequency (%) 
0 3093 61.9%
 
1 1907 38.1%
 

polview
Real number (ℝ≥0)

Distinct count7
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.0886
Minimum1
Maximum7
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q13
median4
Q35
95-th percentile6
Maximum7
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.387059778
Coefficient of variation (CV)0.3392505449
Kurtosis-0.5311967079
Mean4.0886
Median Absolute Deviation (MAD)1.07022832
Skewness-0.1983400055
Sum20443
Variance1.923934827
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 6.5 7. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
4 1733 34.7%
 
5 893 17.9%
 
6 843 16.9%
 
3 659 13.2%
 
2 623 12.5%
 
1 163 3.3%
 
7 86 1.7%
 
ValueCountFrequency (%) 
1 163 3.3%
 
2 623 12.5%
 
3 659 13.2%
 
4 1733 34.7%
 
5 893 17.9%
 
ValueCountFrequency (%) 
7 86 1.7%
 
6 843 16.9%
 
5 893 17.9%
 
4 1733 34.7%
 
3 659 13.2%
 

reason
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.6368
Minimum1
Maximum9
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q19
median9
Q39
95-th percentile9
Maximum9
Range8
Interquartile range (IQR)0

Descriptive statistics

Standard deviation2.8500018
Coefficient of variation (CV)0.3731931962
Kurtosis0.8480470924
Mean7.6368
Median Absolute Deviation (MAD)2.20947456
Skewness-1.658556525
Sum38184
Variance8.122510262
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9 4052 81.0%
 
1 447 8.9%
 
2 339 6.8%
 
4 105 2.1%
 
3 57 1.1%
 
ValueCountFrequency (%) 
1 447 8.9%
 
2 339 6.8%
 
3 57 1.1%
 
4 105 2.1%
 
9 4052 81.0%
 
ValueCountFrequency (%) 
9 4052 81.0%
 
4 105 2.1%
 
3 57 1.1%
 
2 339 6.8%
 
1 447 8.9%
 

region
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.0014
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.421760289
Coefficient of variation (CV)0.4736990369
Kurtosis-1.308981878
Mean3.0014
Median Absolute Deviation (MAD)1.20688392
Skewness0.005052460523
Sum15007
Variance2.02140232
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 4.5 5. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 1027 20.5%
 
1 1009 20.2%
 
3 1003 20.1%
 
2 995 19.9%
 
4 966 19.3%
 
ValueCountFrequency (%) 
1 1009 20.2%
 
2 995 19.9%
 
3 1003 20.1%
 
4 966 19.3%
 
5 1027 20.5%
 
ValueCountFrequency (%) 
5 1027 20.5%
 
4 966 19.3%
 
3 1003 20.1%
 
2 995 19.9%
 
1 1009 20.2%
 

reside
Real number (ℝ≥0)

Distinct count9
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.204
Minimum1
Maximum9
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile5
Maximum9
Range8
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.393977272
Coefficient of variation (CV)0.6324760762
Kurtosis1.007473573
Mean2.204
Median Absolute Deviation (MAD)1.0997632
Skewness1.228809422
Sum11020
Variance1.943172635
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[1. 1.5 2.5 4.5 5.5 6.5 7.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 288 5.8%
 
6 99 2.0%
 
7 29 0.6%
 
8 7 0.1%
 
9 2 < 0.1%
 
ValueCountFrequency (%) 
1 2035 40.7%
 
2 1467 29.3%
 
3 552 11.0%
 
4 521 10.4%
 
5 288 5.8%
 
ValueCountFrequency (%) 
9 2 < 0.1%
 
8 7 0.1%
 
7 29 0.6%
 
6 99 2.0%
 
5 288 5.8%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4582
1
 
418
ValueCountFrequency (%) 
0 4582 91.6%
 
1 418 8.4%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4351
1
 
649
ValueCountFrequency (%) 
0 4351 87.0%
 
1 649 13.0%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4487
1
 
513
ValueCountFrequency (%) 
0 4487 89.7%
 
1 513 10.3%
 

retire
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4262
1
 
738
ValueCountFrequency (%) 
0 4262 85.2%
 
1 738 14.8%
 

spoused
Real number (ℝ)

HIGH CORRELATION
Distinct count22
Unique (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.1128
Minimum-1
Maximum24
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-1
5-th percentile-1
Q1-1
median-1
Q314
95-th percentile18
Maximum24
Range25
Interquartile range (IQR)15

Descriptive statistics

Standard deviation7.743517842
Coefficient of variation (CV)1.266771012
Kurtosis-1.591980319
Mean6.1128
Median Absolute Deviation (MAD)7.39812416
Skewness0.3304298278
Sum30564
Variance59.96206857
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-1. 1. 5.5 6.5 7.5 ... 16.5 17.5 19.5 20.5 24. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
-1 2599 52.0%
 
13 270 5.4%
 
14 267 5.3%
 
15 257 5.1%
 
12 252 5.0%
 
16 250 5.0%
 
11 233 4.7%
 
17 188 3.8%
 
10 141 2.8%
 
18 116 2.3%
 
Other values (12) 427 8.5%
 
ValueCountFrequency (%) 
-1 2599 52.0%
 
3 1 < 0.1%
 
5 4 0.1%
 
6 14 0.3%
 
7 36 0.7%
 
ValueCountFrequency (%) 
24 3 0.1%
 
23 9 0.2%
 
22 14 0.3%
 
21 20 0.4%
 
20 59 1.2%
 

spousedcat
Real number (ℝ)

HIGH CORRELATION
Distinct count6
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.6414
Minimum-1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum-1
5-th percentile-1
Q1-1
median-1
Q32
95-th percentile4
Maximum5
Range6
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.886774503
Coefficient of variation (CV)2.9416503
Kurtosis-1.021888872
Mean0.6414
Median Absolute Deviation (MAD)1.70639944
Skewness0.6193166968
Sum3207
Variance3.559918024
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-1 2599 52.0%
 
2 789 15.8%
 
1 606 12.1%
 
3 507 10.1%
 
4 394 7.9%
 
5 105 2.1%
 
ValueCountFrequency (%) 
-1 2599 52.0%
 
1 606 12.1%
 
2 789 15.8%
 
3 507 10.1%
 
4 394 7.9%
 
ValueCountFrequency (%) 
5 105 2.1%
 
4 394 7.9%
 
3 507 10.1%
 
2 789 15.8%
 
1 606 12.1%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4060
1
940
ValueCountFrequency (%) 
0 4060 81.2%
 
1 940 18.8%
 

tenure
Real number (ℝ≥0)

HIGH CORRELATION
Distinct count73
Unique (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38.2048
Minimum0
Maximum72
Zeros3
Zeros (%)0.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile4
Q118
median38
Q359
95-th percentile72
Maximum72
Range72
Interquartile range (IQR)41

Descriptive statistics

Standard deviation22.66188803
Coefficient of variation (CV)0.5931686079
Kurtosis-1.330461631
Mean38.2048
Median Absolute Deviation (MAD)19.91419264
Skewness-0.03634538348
Sum191024
Variance513.5611692
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 0.5 11.5 59.5 68.5 70.5 71.5 72. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
72 251 5.0%
 
71 147 2.9%
 
70 98 2.0%
 
5 94 1.9%
 
69 94 1.9%
 
9 88 1.8%
 
7 87 1.7%
 
2 81 1.6%
 
64 79 1.6%
 
68 79 1.6%
 
Other values (63) 3902 78.0%
 
ValueCountFrequency (%) 
0 3 0.1%
 
1 72 1.4%
 
2 81 1.6%
 
3 75 1.5%
 
4 71 1.4%
 
ValueCountFrequency (%) 
72 251 5.0%
 
71 147 2.9%
 
70 98 2.0%
 
69 94 1.9%
 
68 79 1.6%
 

tollfree
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
2622
1
2378
ValueCountFrequency (%) 
0 2622 52.4%
 
1 2378 47.6%
 

tollmon
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count235
Unique (%)4.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean13.26445
Minimum0
Maximum173
Zeros2622
Zeros (%)52.4%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q324.5
95-th percentile43.5
Maximum173
Range173
Interquartile range (IQR)24.5

Descriptive statistics

Standard deviation16.31001784
Coefficient of variation (CV)1.229603779
Kurtosis2.31946961
Mean13.26445
Median Absolute Deviation (MAD)13.9919239
Skewness1.181604957
Sum66322.25
Variance266.016682
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 4. 8.25 9.875 11.875 ... 46.875 58.125 67.125 85.5 173. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2622 52.4%
 
22.75 33 0.7%
 
18 33 0.7%
 
24 32 0.6%
 
23 31 0.6%
 
22 30 0.6%
 
23.75 30 0.6%
 
20 29 0.6%
 
19 29 0.6%
 
19.5 29 0.6%
 
Other values (225) 2102 42.0%
 
ValueCountFrequency (%) 
0 2622 52.4%
 
8 1 < 0.1%
 
8.5 2 < 0.1%
 
8.75 2 < 0.1%
 
9 1 < 0.1%
 
ValueCountFrequency (%) 
173 1 < 0.1%
 
101.75 1 < 0.1%
 
99.25 1 < 0.1%
 
94.75 1 < 0.1%
 
86 1 < 0.1%
 

tollten
Real number (ℝ≥0)

ZEROS
Distinct count2323
Unique (%)46.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean577.83251
Minimum0
Maximum6923.45
Zeros2622
Zeros (%)52.4%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q3885.45
95-th percentile2620.2125
Maximum6923.45
Range6923.45
Interquartile range (IQR)885.45

Descriptive statistics

Standard deviation949.1515863
Coefficient of variation (CV)1.642606759
Kurtosis4.879251859
Mean577.83251
Median Absolute Deviation (MAD)712.0215488
Skewness2.089870155
Sum2889162.55
Variance900888.7338
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 4.375000e+00 9.375000e+00 1.812500e+01 3.787500e+02 ... 2.655075e+03 3.450125e+03 4.274575e+03 5.604325e+03 6.923450e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 2622 52.4%
 
16.75 3 0.1%
 
1480.5 3 0.1%
 
10 3 0.1%
 
68.65 2 < 0.1%
 
423.2 2 < 0.1%
 
478.95 2 < 0.1%
 
17.75 2 < 0.1%
 
1325.8 2 < 0.1%
 
481.5 2 < 0.1%
 
Other values (2313) 2357 47.1%
 
ValueCountFrequency (%) 
0 2622 52.4%
 
8.75 1 < 0.1%
 
10 3 0.1%
 
10.5 1 < 0.1%
 
10.75 1 < 0.1%
 
ValueCountFrequency (%) 
6923.45 1 < 0.1%
 
6843 1 < 0.1%
 
6763.8 1 < 0.1%
 
6196.5 1 < 0.1%
 
5646.45 1 < 0.1%
 

townsize
Real number (ℝ≥0)

Distinct count6
Unique (%)0.1%
Missing2
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean2.68727491
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q11
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.425924996
Coefficient of variation (CV)0.5306211846
Kurtosis-1.262774145
Mean2.68727491
Median Absolute Deviation (MAD)1.257779462
Skewness0.2766152794
Sum13431
Variance2.033262094
Histogram
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1 1436 28.7%
 
2 1048 21.0%
 
3 907 18.1%
 
4 857 17.1%
 
5 750 15.0%
 
(Missing) 2 < 0.1%
 
ValueCountFrequency (%) 
1 1436 28.7%
 
2 1048 21.0%
 
3 907 18.1%
 
4 857 17.1%
 
5 750 15.0%
 
ValueCountFrequency (%) 
5 750 15.0%
 
4 857 17.1%
 
3 907 18.1%
 
2 1048 21.0%
 
1 1436 28.7%
 

union
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
4244
1
 
756
ValueCountFrequency (%) 
0 4244 84.9%
 
1 756 15.1%
 

voice
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3485
1
1515
ValueCountFrequency (%) 
0 3485 69.7%
 
1 1515 30.3%
 

vote
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
1
2590
0
2410
ValueCountFrequency (%) 
1 2590 51.8%
 
0 2410 48.2%
 

wireless
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
0
3656
1
1344
ValueCountFrequency (%) 
0 3656 73.1%
 
1 1344 26.9%
 

wiremon
Real number (ℝ≥0)

ZEROS
HIGH CORRELATION
Distinct count746
Unique (%)14.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.70119
Minimum0
Maximum186.25
Zeros3656
Zeros (%)73.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q320.9625
95-th percentile51.305
Maximum186.25
Range186.25
Interquartile range (IQR)20.9625

Descriptive statistics

Standard deviation19.79983653
Coefficient of variation (CV)1.850246238
Kurtosis4.783786913
Mean10.70119
Median Absolute Deviation (MAD)15.64942026
Skewness1.998012984
Sum53505.95
Variance392.0335268
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 0. 6.35 14.275 16.725 22.475 41.075 54.15 65.3 100.65 186.25 ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3656 73.1%
 
34.3 9 0.2%
 
22.95 7 0.1%
 
27.95 7 0.1%
 
32.2 7 0.1%
 
39.3 6 0.1%
 
22.5 6 0.1%
 
31.15 5 0.1%
 
43.2 5 0.1%
 
27.75 5 0.1%
 
Other values (736) 1287 25.7%
 
ValueCountFrequency (%) 
0 3656 73.1%
 
12.7 1 < 0.1%
 
14 1 < 0.1%
 
14.55 1 < 0.1%
 
14.7 2 < 0.1%
 
ValueCountFrequency (%) 
186.25 1 < 0.1%
 
165.15 1 < 0.1%
 
134.45 1 < 0.1%
 
130.75 1 < 0.1%
 
119.1 1 < 0.1%
 

wireten
Real number (ℝ≥0)

ZEROS
Distinct count1328
Unique (%)26.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean421.98461
Minimum0
Maximum12858.65
Zeros3656
Zeros (%)73.1%
Memory size39.2 KiB
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q389.9625
95-th percentile2687.9225
Maximum12858.65
Range12858.65
Interquartile range (IQR)89.9625

Descriptive statistics

Standard deviation1001.003287
Coefficient of variation (CV)2.372132213
Kurtosis15.46436407
Mean421.98461
Median Absolute Deviation (MAD)646.8184915
Skewness3.30420317
Sum2109923.05
Variance1002007.58
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[0.000000e+00 6.350000e+00 1.544000e+02 7.868000e+02 2.476950e+03 3.141400e+03 3.875850e+03 5.612075e+03 7.093050e+03 1.285865e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3656 73.1%
 
2182.05 2 < 0.1%
 
2386.25 2 < 0.1%
 
2323.8 2 < 0.1%
 
1062.75 2 < 0.1%
 
2049.85 2 < 0.1%
 
1199.2 2 < 0.1%
 
183.1 2 < 0.1%
 
20.9 2 < 0.1%
 
1073.95 2 < 0.1%
 
Other values (1318) 1326 26.5%
 
ValueCountFrequency (%) 
0 3656 73.1%
 
12.7 1 < 0.1%
 
14.55 1 < 0.1%
 
14.6 1 < 0.1%
 
14.9 2 < 0.1%
 
ValueCountFrequency (%) 
12858.65 1 < 0.1%
 
9851.15 1 < 0.1%
 
9039.8 1 < 0.1%
 
8675.05 1 < 0.1%
 
7217.1 1 < 0.1%
 

Correlations

Missing values

Sample

First rows

activeaddressaddresscatageagecatbfastbirthmonthcallcardcallidcallwaitcarboughtcarbuycarcatvaluecardcard2card2benefitcard2feecard2spentcard2tenurecard2tenurecatcard2typecardbenefitcardfeecardmoncardspentcardtencardtenurecardtenurecatcardtypecarowncarscartypecarvaluechurncommutecommutebikecommutebuscommutecarcommutecarpoolcommutecatcommutemotorcyclecommutenonmotorcommutepubliccommuterailcommutetimecommutewalkconfercreddebtcustiddebtincdefaultebillededcatempcatemployequipequipmonequiptenforwardgenderhomeownhometypehourstvinccatincomeinternetjobcatjobsatlncardmonlncardtenlncreddebtlnequipmonlnequiptenlninclnlongmonlnlongtenlnothdebtlntollmonlntolltenlnwiremonlnwiretenlongmonlongtenmaritalmultlinenewsothdebtowncdowndvdownfaxowngameownipodownpcownpdaowntvownvcrpagerpetspets_birdspets_catspets_dogspets_freshfishpets_reptilespets_saltfishpets_smallpolcontribpolpartypolviewreasonregionresideresponse_01response_02response_03retirespousedspousedcattelecommutetenuretollfreetollmontolltentownsizeunionvoicevotewirelesswiremonwireten
00012023September101001351067.803231014.2581.6660.022112014.31800014100022.0111.2009093964-QJWTRG-NPN11.11015310129.50126.101102132310112.6567574.0943450.1830793.3843904.8370753.4339871.8718023.5380570.8065163.3672965.081715NaNNaN6.5034.400102.2400910101100111000000000169130100-1-105129.00161.052.011100.000.00
11212221May110001243034.944211016.0042.60610.04241216.80111101010029.0001.2220200648-AIPJSP-UVM18.61117410154.851975.001013181154212.7725896.4134590.2005054.0046027.5883242.7080502.1860515.8009090.449788NaNNaN3.8210047.4286608.90330.600111.5679801111111111600060000149520000-1-113900.000.005.0010145.651683.55
203056763June1000112430175.7525514023.00184.221410.0355113118.80401113000124.0000.9286205195-TLUDJE-HVO9.90014251600.000.000111212350243.1354947.251345-0.074056NaNNaN3.5553483.3463897.5274440.930738NaNNaNNaNNaN28.401858.351112.536380110000011030210000015233000013206500.000.004.000000.000.00
31322321May100011234018.425224021.00340.99685.05211318.70100101000038.0000.0228004459-VLPQUH-3OL5.7111631000.000.000013261202223.0445226.529419-3.780995NaNNaN2.9957321.7917595.2955640.110826NaNNaNNaNNaN6.00199.451111.117200110111011000000000003945100018403600.000.003.000000.000.00
41322633July1110114120252.739331017.25255.10360.083201110.60600003001032.0110.2146598158-SMTQFB-CNO1.7001631100.000.001002271233212.8478125.886104-1.538705NaNNaN3.1354941.1151424.305416-1.7353362.8033605.9602322.9470676.0181063.0574.101000.1763411101010110000000000049240100132021116.50387.702.0010119.05410.80
503156453August111-10-123210.009331128.25228.27765.01854-10-1-1.00800004000123.0111.0605849662-FUSYIM-1IV5.600174522135.50970.9510112141070323.3410936.6398760.0588203.5695336.8782754.6728292.0918645.5793521.5956263.2865346.588376NaNNaN8.10264.900004.93141611000011111101170020049410100-1-1028126.75726.604.000000.000.00
602145252July0001025240130.14223110.00822.320.032312025.60411103000032.0100.5018097432-QKQFJJ-K721.90014231000.000.00110319477112NaNNaN-0.689536NaNNaN4.3438051.3350013.802208-0.039582NaNNaNNaNNaN3.8044.800000.9611911100110110200200000049210000-1-101500.000.005.000000.000.00
702044443October1110131340712.1020514014.50592.70630.0255111055.50500003000131.0015.9503688959-RZWRHU-ST814.40016341100.000.001113134970152.6741496.4457201.783453NaNNaN4.5747112.6980006.4178752.0816433.1780547.012476NaNNaN14.85612.701118.01763211000001101000280000062320000153046124.001110.404.000100.000.00
812146663October1000013230141.2417542015.50326.59830.026541118.60401103100125.0000.1023369124-DZALHM-S6I2.60012241500.000.000111251160122.7408406.721426-2.279494NaNNaN2.7725893.0469016.979471-1.159433NaNNaNNaNNaN21.051074.350100.3136641100000110101000001139211001-1-105300.000.003.000100.000.00
911944743July0001035210111.17222100.00199.640.022414041.01100101100029.0001.7702163512-MUWBGY-52X4.10011151900.000.00001121484064NaNNaN0.571102NaNNaN4.4308171.2947272.9982290.515087NaNNaNNaNNaN3.6520.050001.6737841100000110101000001139220000-1-10300.000.002.000100.000.00

Last rows

activeaddressaddresscatageagecatbfastbirthmonthcallcardcallidcallwaitcarboughtcarbuycarcatvaluecardcard2card2benefitcard2feecard2spentcard2tenurecard2tenurecatcard2typecardbenefitcardfeecardmoncardspentcardtencardtenurecardtenurecatcardtypecarowncarscartypecarvaluechurncommutecommutebikecommutebuscommutecarcommutecarpoolcommutecatcommutemotorcyclecommutenonmotorcommutepubliccommuterailcommutetimecommutewalkconfercreddebtcustiddebtincdefaultebillededcatempcatemployequipequipmonequiptenforwardgenderhomeownhometypehourstvinccatincomeinternetjobcatjobsatlncardmonlncardtenlncreddebtlnequipmonlnequiptenlninclnlongmonlnlongtenlnothdebtlntollmonlntolltenlnwiremonlnwiretenlongmonlongtenmaritalmultlinenewsothdebtowncdowndvdownfaxowngameownipodownpcownpdaowntvownvcrpagerpetspets_birdspets_catspets_dogspets_freshfishpets_reptilespets_saltfishpets_smallpolcontribpolpartypolviewreasonregionresideresponse_01response_02response_03retirespousedspousedcattelecommutetenuretollfreetollmontolltentownsizeunionvoicevotewirelesswiremonwireten
49900622633September1111031210146.521141017.25440.75195.032315147.10100101000131.0112.0858043192-STGTEL-D149.31121510139.15374.801113224891512.8478125.2730000.7351543.6674005.9263934.4886361.5368673.7037681.8231283.1780545.6129463.5751515.8742284.6540.600106.1911961111111111700250000049310000-1-1011124.00273.953.0110135.7355.75
499102545953November010012342026.141034100.00285.670.0124111032.01801014000019.0103.6103506841-FBQILD-2CH14.20118439141.201402.20111125475321NaNNaN1.2838053.7184387.2457984.3174881.8640805.2862451.951558NaNNaN3.5380577.0392666.45197.601107.039650111111011110010000005922000019403500.000.002.0011134.41140.55
49920835553December111-10-11440244.8819531025.00888.831280.02052-10-1-1.00501003001137.0010.1149056309-HRNBPZ-5650.50015331000.000.001113152490233.2188767.154615-2.163650NaNNaN3.8918201.9740815.921712-2.0394903.6309857.629951NaNNaN7.20373.050000.1300951111010111000000000059410010-1-1052137.752058.954.001000.00.00
499312245653April0111024110114.511143200.00227.250.0195413031.90100101000125.0110.2205008563-YGTRBK-25I2.1001842200.000.00001119360024NaNNaN-1.511858NaNNaN4.0943452.6532426.6019770.0387403.1986737.075555NaNNaN14.20736.551001.0395001111010110202000000039320100174048124.501182.703.000100.00.00
49941523541April01000232417.14323400.00430.800.032311131.90100111000024.0003.2520271973-VJDGJA-TQ611.3101531100.000.00110123353022NaNNaN1.179278NaNNaN3.9702920.6151862.4638531.006853NaNNaNNaNNaN1.8511.750002.7369731101000110100100001044320000-1-11700.000.001.000100.00.00
499502446862January1000031340553.5628533021.75872.111565.0355311064.50500003000121.0007.9340803675-GZFGOT-QJN8.00010152400.000.0000111951960113.0796147.3556412.071167NaNNaN5.2781153.5292977.7856792.047166NaNNaNNaNNaN34.102405.900017.7459201100000110404000001049210000-1-106900.000.002.000100.00.00
499611235151May1111133520155.5413414026.25210.81800.0154412140.00401103001026.0013.3366004699-LEPCCE-3UD15.0101423600.000.001011144830153.2676666.6846121.204952NaNNaN4.4188412.3418065.6664272.2097463.5973127.0537593.3286276.62982510.40289.000009.1134001100000110100010000049310000-1-1030136.501157.203.0000127.9757.35
499704857563August1111031240643.6729541015.25884.081070.0405313053.60101111000032.0113.5575208485-LLUICH-CVV10.80017452400.000.0010131641080132.7245806.9754141.269064NaNNaN4.6821313.3809957.6540882.0926643.7841908.108473NaNNaN29.402109.250118.1064801100001110000000000049410000-1-1072144.003322.505.000000.00.00
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